{"id":5795,"date":"2023-11-08T16:35:00","date_gmt":"2023-11-08T15:35:00","guid":{"rendered":"https:\/\/www.singular-it.de\/research-publications"},"modified":"2025-12-19T12:13:51","modified_gmt":"2025-12-19T11:13:51","slug":"research-publications","status":"publish","type":"page","link":"https:\/\/www.singular-it.de\/en\/research-publications","title":{"rendered":"Research &amp; Publications"},"content":{"rendered":"\n<h1 class=\"wp-block-heading display-none\">Research &amp; Publications<\/h1>\n\n\n\n<div class=\"wp-block-group alignfull mobile-overflow-hidden has-global-padding is-layout-constrained wp-container-core-group-is-layout-7bcabc6a wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-right:0;padding-left:0\">\n<div class=\"wp-block-cover alignfull header-cover\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-100 has-background-dim has-background-gradient\" style=\"background:linear-gradient(135deg,rgb(255,105,0) 38%,rgb(207,46,46) 100%)\"><\/span><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-block-cover-is-layout-constrained\">\n<div class=\"wp-block-gb-lottiefiles alignfull background-lottie\" style=\"background-color:transparent\"><lottie-player id=\"jocjjwsr\" interactivitytype=\"none\" interactivitymode=\"none\" visibilitystart=\"0\" visibilityend=\"1\" framesstart=\"0\" framesend=\"25\" rest=\"{&quot;autoplay&quot;:true,&quot;loop&quot;:true,&quot;controls&quot;:null}\" totalframes=\"25\" mode=\"normal\" src=\"{&quot;nm&quot;:&quot;Radio_02&quot;,&quot;ddd&quot;:0,&quot;h&quot;:512,&quot;w&quot;:512,&quot;meta&quot;:{&quot;g&quot;:&quot;@lottiefiles\/toolkit-js 0.33.2&quot;},&quot;layers&quot;:[{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Avatar \\&quot;Border\\&quot;&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[5.276,-20.351,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[71.691,73.515,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[255.50000000000003,260.5,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.167,&quot;y&quot;:0.167},&quot;i&quot;:{&quot;x&quot;:0.833,&quot;y&quot;:0.833},&quot;s&quot;:[360],&quot;t&quot;:0},{&quot;s&quot;:[0],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:25,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Ellipse 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:3,&quot;it&quot;:[{&quot;ty&quot;:&quot;el&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Ellipse&quot;,&quot;nm&quot;:&quot;Ellipse Path 1&quot;,&quot;d&quot;:1,&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:3},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[372.297,372.297],&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;st&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Stroke&quot;,&quot;nm&quot;:&quot;Stroke 1&quot;,&quot;lc&quot;:1,&quot;lj&quot;:1,&quot;ml&quot;:4,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:4},&quot;w&quot;:{&quot;a&quot;:0,&quot;k&quot;:1,&quot;ix&quot;:5},&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:3}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[98.364,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[6.148,-23.852],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7}}]}],&quot;ind&quot;:1},{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Line Waves (2)&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[256,256,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:25,&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Shape 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-1.078,-86.476],[-75.465,41.182],[13.381,71.523],[84.867,3.727]],&quot;o&quot;:[[0.979,78.53],[68,-37.108],[-13.381,-71.523],[-84.867,-3.727]],&quot;v&quot;:[[-181.063,-12.047],[74.992,189.061],[156.479,-8.047],[-15.008,-168.25]]}],&quot;t&quot;:0},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-14.796,-95.43],[-84.851,45.462],[-18.338,80.571],[77.53,23.431]],&quot;o&quot;:[[19.823,127.848],[79.279,-42.476],[18.219,-80.048],[-76.852,-23.227]],&quot;v&quot;:[[-127.063,-6.047],[54.992,151.061],[152.478,31.953],[-1.008,-172.25]]}],&quot;t&quot;:75},{&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-1.078,-86.476],[-75.465,41.182],[13.381,71.523],[84.867,3.727]],&quot;o&quot;:[[0.979,78.53],[68,-37.108],[-13.381,-71.523],[-84.867,-3.727]],&quot;v&quot;:[[-181.063,-12.047],[74.992,189.061],[156.479,-8.047],[-15.008,-168.25]]}],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;st&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Stroke&quot;,&quot;nm&quot;:&quot;Stroke 1&quot;,&quot;lc&quot;:2,&quot;lj&quot;:2,&quot;ml&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:25,&quot;ix&quot;:4},&quot;w&quot;:{&quot;a&quot;:0,&quot;k&quot;:1,&quot;ix&quot;:5},&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:3}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.141,0.523],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.167,&quot;y&quot;:0.167},&quot;i&quot;:{&quot;x&quot;:0.833,&quot;y&quot;:0.833},&quot;s&quot;:[0],&quot;t&quot;:0},{&quot;s&quot;:[360],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7}}]}],&quot;ind&quot;:2},{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Line Waves (1)&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[256,256,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:-25,&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:75,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Shape 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-5.945,-104],[-75.465,41.182],[-15.486,58],[72.839,11.506]],&quot;o&quot;:[[5.945,104],[68,-37.108],[15.486,-58],[-100,-15.797]],&quot;v&quot;:[[-169.063,25.953],[60.992,177.061],[170.479,35.953],[52.992,-160.25]]}],&quot;t&quot;:-0.368},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-14.796,-95.43],[-80.851,53.462],[-18.338,80.571],[77.53,23.431]],&quot;o&quot;:[[19.823,127.848],[75.023,-49.608],[18.219,-80.048],[-76.852,-23.227]],&quot;v&quot;:[[-141.063,5.953],[38.992,123.061],[168.478,31.953],[34.992,-152.25]]}],&quot;t&quot;:75},{&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-5.945,-104],[-75.465,41.182],[-15.486,58],[72.839,11.506]],&quot;o&quot;:[[5.945,104],[68,-37.108],[15.486,-58],[-100,-15.797]],&quot;v&quot;:[[-169.063,25.953],[60.992,177.061],[170.479,35.953],[52.992,-160.25]]}],&quot;t&quot;:149.632506094657}],&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;st&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Stroke&quot;,&quot;nm&quot;:&quot;Stroke 1&quot;,&quot;lc&quot;:1,&quot;lj&quot;:1,&quot;ml&quot;:3,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:25,&quot;ix&quot;:4},&quot;w&quot;:{&quot;a&quot;:0,&quot;k&quot;:1,&quot;ix&quot;:5},&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:3}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.141,0.523],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.167,&quot;y&quot;:0.167},&quot;i&quot;:{&quot;x&quot;:0.833,&quot;y&quot;:0.833},&quot;s&quot;:[0],&quot;t&quot;:0},{&quot;s&quot;:[-360],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7}}]}],&quot;ind&quot;:3},{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Waves (3)&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[256,256,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:50,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Shape 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:3,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-11.078,-132.477],[-75.465,41.182],[15.381,101.523],[114.867,-10.273]],&quot;o&quot;:[[11.078,132.477],[68,-37.108],[-15.381,-101.523],[-114.867,10.273]],&quot;v&quot;:[[-193.063,37.953],[76.992,173.061],[182.479,-38.047],[-29.008,-180.25]]}],&quot;t&quot;:0},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-14.796,-95.43],[-84.851,45.462],[-18.338,80.571],[77.53,23.431]],&quot;o&quot;:[[19.823,127.848],[79.279,-42.476],[18.219,-80.048],[-76.852,-23.227]],&quot;v&quot;:[[-127.063,-6.047],[54.992,151.061],[152.478,31.953],[-1.008,-172.25]]}],&quot;t&quot;:75},{&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-11.078,-132.477],[-75.465,41.182],[15.381,101.523],[114.867,-10.273]],&quot;o&quot;:[[11.078,132.477],[68,-37.108],[-15.381,-101.523],[-114.867,10.273]],&quot;v&quot;:[[-193.063,37.953],[76.992,173.061],[182.479,-38.047],[-29.008,-180.25]]}],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;st&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Stroke&quot;,&quot;nm&quot;:&quot;Stroke 1&quot;,&quot;lc&quot;:1,&quot;lj&quot;:1,&quot;ml&quot;:4,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:4},&quot;w&quot;:{&quot;a&quot;:0,&quot;k&quot;:1,&quot;ix&quot;:5},&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:3}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.141,0.523],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.167,&quot;y&quot;:0.167},&quot;i&quot;:{&quot;x&quot;:0.833,&quot;y&quot;:0.833},&quot;s&quot;:[0],&quot;t&quot;:0},{&quot;s&quot;:[720],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7}}]}],&quot;ind&quot;:4},{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Waves (2)&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[256,256,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:75,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Shape 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:3,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-1.078,-86.476],[-75.465,41.182],[13.381,71.523],[84.867,3.727]],&quot;o&quot;:[[0.979,78.53],[68,-37.108],[-13.381,-71.523],[-84.867,-3.727]],&quot;v&quot;:[[-181.063,-12.047],[74.992,189.061],[156.479,-8.047],[-15.008,-168.25]]}],&quot;t&quot;:0},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-14.796,-95.43],[-84.851,45.462],[-18.338,80.571],[77.53,23.431]],&quot;o&quot;:[[19.823,127.848],[79.279,-42.476],[18.219,-80.048],[-76.852,-23.227]],&quot;v&quot;:[[-127.063,-6.047],[54.992,151.061],[152.478,31.953],[-1.008,-172.25]]}],&quot;t&quot;:75},{&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-1.078,-86.476],[-75.465,41.182],[13.381,71.523],[84.867,3.727]],&quot;o&quot;:[[0.979,78.53],[68,-37.108],[-13.381,-71.523],[-84.867,-3.727]],&quot;v&quot;:[[-181.063,-12.047],[74.992,189.061],[156.479,-8.047],[-15.008,-168.25]]}],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;st&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Stroke&quot;,&quot;nm&quot;:&quot;Stroke 1&quot;,&quot;lc&quot;:1,&quot;lj&quot;:1,&quot;ml&quot;:4,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:4},&quot;w&quot;:{&quot;a&quot;:0,&quot;k&quot;:1,&quot;ix&quot;:5},&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:3}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.141,0.523],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.167,&quot;y&quot;:0.167},&quot;i&quot;:{&quot;x&quot;:0.833,&quot;y&quot;:0.833},&quot;s&quot;:[0],&quot;t&quot;:0},{&quot;s&quot;:[-360],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7}}]}],&quot;ind&quot;:5},{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Line Waves (1) 2&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[256,256,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:-25,&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:75,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Shape 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-5.945,-104],[-75.465,41.182],[-15.486,58],[72.839,11.506]],&quot;o&quot;:[[5.945,104],[68,-37.108],[15.486,-58],[-100,-15.797]],&quot;v&quot;:[[-169.063,25.953],[60.992,177.061],[170.479,35.953],[52.992,-160.25]]}],&quot;t&quot;:-0.368},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-14.796,-95.43],[-80.851,53.462],[-18.338,80.571],[77.53,23.431]],&quot;o&quot;:[[19.823,127.848],[75.023,-49.608],[18.219,-80.048],[-76.852,-23.227]],&quot;v&quot;:[[-141.063,5.953],[38.992,123.061],[168.478,31.953],[34.992,-152.25]]}],&quot;t&quot;:75},{&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-5.945,-104],[-75.465,41.182],[-15.486,58],[72.839,11.506]],&quot;o&quot;:[[5.945,104],[68,-37.108],[15.486,-58],[-100,-15.797]],&quot;v&quot;:[[-169.063,25.953],[60.992,177.061],[170.479,35.953],[52.992,-160.25]]}],&quot;t&quot;:149.632506094657}],&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;st&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Stroke&quot;,&quot;nm&quot;:&quot;Stroke 1&quot;,&quot;lc&quot;:1,&quot;lj&quot;:1,&quot;ml&quot;:3,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:25,&quot;ix&quot;:4},&quot;w&quot;:{&quot;a&quot;:0,&quot;k&quot;:1,&quot;ix&quot;:5},&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:3}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.141,0.523],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.167,&quot;y&quot;:0.167},&quot;i&quot;:{&quot;x&quot;:0.833,&quot;y&quot;:0.833},&quot;s&quot;:[0],&quot;t&quot;:0},{&quot;s&quot;:[-360],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7}}]}],&quot;ind&quot;:6},{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Waves (1)&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[256,256,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:75,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Shape 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:3,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-5.945,-104],[-75.465,41.182],[-15.486,58],[72.839,11.506]],&quot;o&quot;:[[5.945,104],[68,-37.108],[15.486,-58],[-100,-15.797]],&quot;v&quot;:[[-169.063,25.953],[60.992,177.061],[170.479,35.953],[52.992,-160.25]]}],&quot;t&quot;:-0.368},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-14.796,-95.43],[-80.851,53.462],[-18.338,80.571],[77.53,23.431]],&quot;o&quot;:[[19.823,127.848],[75.023,-49.608],[18.219,-80.048],[-76.852,-23.227]],&quot;v&quot;:[[-141.063,5.953],[38.992,123.061],[168.478,31.953],[34.992,-152.25]]}],&quot;t&quot;:75},{&quot;s&quot;:[{&quot;c&quot;:true,&quot;i&quot;:[[-5.945,-104],[-75.465,41.182],[-15.486,58],[72.839,11.506]],&quot;o&quot;:[[5.945,104],[68,-37.108],[15.486,-58],[-100,-15.797]],&quot;v&quot;:[[-169.063,25.953],[60.992,177.061],[170.479,35.953],[52.992,-160.25]]}],&quot;t&quot;:149.632506094657}],&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;st&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Stroke&quot;,&quot;nm&quot;:&quot;Stroke 1&quot;,&quot;lc&quot;:1,&quot;lj&quot;:1,&quot;ml&quot;:4,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:4},&quot;w&quot;:{&quot;a&quot;:0,&quot;k&quot;:1,&quot;ix&quot;:5},&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:3}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.141,0.523],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.167,&quot;y&quot;:0.167},&quot;i&quot;:{&quot;x&quot;:0.833,&quot;y&quot;:0.833},&quot;s&quot;:[0],&quot;t&quot;:0},{&quot;s&quot;:[360],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7}}]}],&quot;ind&quot;:7},{&quot;ty&quot;:4,&quot;nm&quot;:&quot;Layer 3\/lottie_radio Outlines&quot;,&quot;sr&quot;:1,&quot;st&quot;:0,&quot;op&quot;:900.000036657751,&quot;ip&quot;:0,&quot;hd&quot;:false,&quot;ddd&quot;:0,&quot;bm&quot;:0,&quot;hasMask&quot;:false,&quot;ao&quot;:0,&quot;ks&quot;:{&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[170.5,181.5,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100,100],&quot;ix&quot;:6},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[256,256,0],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:10},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:11}},&quot;ef&quot;:[],&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 1&quot;,&quot;ix&quot;:1,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.104,0],[0,-1.104],[1.104,0],[0,1.104]],&quot;o&quot;:[[1.104,0],[0,1.104],[-1.104,0],[0,-1.104]],&quot;v&quot;:[[0,-2],[2,0],[0,2],[-2,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[331.25,270.25],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:0},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:18},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:46},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:80},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:113},{&quot;s&quot;:[0],&quot;t&quot;:149.000006068894}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 2&quot;,&quot;ix&quot;:2,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[55.75,143.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:9},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:27},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:55},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:89},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:122},{&quot;s&quot;:[0],&quot;t&quot;:144.00000586524}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 3&quot;,&quot;ix&quot;:3,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[101.75,2.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:5},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:23},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:51},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:85},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:118},{&quot;s&quot;:[0],&quot;t&quot;:152.000006191087}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 4&quot;,&quot;ix&quot;:4,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[72.75,68.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:30},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:48},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:76},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:110},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:143},{&quot;s&quot;:[89],&quot;t&quot;:153.000006231818}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 5&quot;,&quot;ix&quot;:5,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[165.75,33.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:2},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:20},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:48},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:82},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:115},{&quot;s&quot;:[85],&quot;t&quot;:151.000006150356}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 6&quot;,&quot;ix&quot;:6,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[282.75,42.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:5},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:23},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:51},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:85},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:118},{&quot;s&quot;:[0],&quot;t&quot;:154.000006272549}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 7&quot;,&quot;ix&quot;:7,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[295.75,99.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:14},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:32},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:60},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:94},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:139},{&quot;s&quot;:[0],&quot;t&quot;:164.000006679857}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 8&quot;,&quot;ix&quot;:8,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[337.75,162.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:3},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:21},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:42},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:49},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:60},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:83},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:88},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:116},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:122},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:150},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:155},{&quot;s&quot;:[0],&quot;t&quot;:191.000007779589}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 9&quot;,&quot;ix&quot;:9,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[306.75,223.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:9},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:27},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:55},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:89},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:122},{&quot;s&quot;:[0],&quot;t&quot;:163.000006639126}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 10&quot;,&quot;ix&quot;:10,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[204.75,359.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:37},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:55},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:83},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:117},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:150},{&quot;s&quot;:[0],&quot;t&quot;:186.000007575935}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 11&quot;,&quot;ix&quot;:11,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[245.75,320.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:71},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:89},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:131},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:170},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:184},{&quot;s&quot;:[0],&quot;t&quot;:220.000008960784}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 12&quot;,&quot;ix&quot;:12,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[155.75,326.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:24},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:42},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:70},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:104},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:137},{&quot;s&quot;:[0],&quot;t&quot;:173.000007046434}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 13&quot;,&quot;ix&quot;:13,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[102.75,283.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:5},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:23},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:51},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:85},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:118},{&quot;s&quot;:[0],&quot;t&quot;:154.000006272549}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 14&quot;,&quot;ix&quot;:14,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[41.75,254.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:12},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:30},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:58},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:92},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:137},{&quot;s&quot;:[0],&quot;t&quot;:166.000006761319}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 15&quot;,&quot;ix&quot;:15,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.75,223.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:1},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:19},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:47},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:81},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:114},{&quot;s&quot;:[0],&quot;t&quot;:150.000006109625}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 16&quot;,&quot;ix&quot;:16,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[13.75,162.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:7},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:25},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:53},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:87},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:120},{&quot;s&quot;:[0],&quot;t&quot;:187.000007616666}],&quot;ix&quot;:7}}]},{&quot;ty&quot;:&quot;gr&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;nm&quot;:&quot;Group 17&quot;,&quot;ix&quot;:17,&quot;cix&quot;:2,&quot;np&quot;:2,&quot;it&quot;:[{&quot;ty&quot;:&quot;sh&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Shape - Group&quot;,&quot;nm&quot;:&quot;Path 1&quot;,&quot;ix&quot;:1,&quot;d&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;c&quot;:true,&quot;i&quot;:[[-1.381,0],[0,-1.381],[1.381,0],[0,1.381]],&quot;o&quot;:[[1.381,0],[0,1.381],[-1.381,0],[0,-1.381]],&quot;v&quot;:[[0,-2.5],[2.5,0],[0,2.5],[-2.5,0]]},&quot;ix&quot;:2}},{&quot;ty&quot;:&quot;fl&quot;,&quot;bm&quot;:0,&quot;hd&quot;:false,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[1,1,1],&quot;ix&quot;:4},&quot;r&quot;:1,&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5}},{&quot;ty&quot;:&quot;tr&quot;,&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[2.75,90.75],&quot;ix&quot;:2},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;o&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:39},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:57},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:85},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[0],&quot;t&quot;:119},{&quot;o&quot;:{&quot;x&quot;:0.333,&quot;y&quot;:0},&quot;i&quot;:{&quot;x&quot;:0.667,&quot;y&quot;:1},&quot;s&quot;:[100],&quot;t&quot;:153},{&quot;s&quot;:[0],&quot;t&quot;:188.000007657397}],&quot;ix&quot;:7}}]}],&quot;ind&quot;:8}],&quot;v&quot;:&quot;5.7.0&quot;,&quot;fr&quot;:30,&quot;op&quot;:150,&quot;ip&quot;:0,&quot;assets&quot;:[]}\" speed=\"1\" background=\"transparent\" class=\"lottie-player\" style=\"width:100%px;height:100%px\"><\/lottie-player><\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-d0b3c9c8 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-left has-background-color has-text-color has-link-color has-huge-font-size wp-elements-037c0c7efde740e3df6a33139efe71e4\" style=\"font-style:normal;font-weight:900\">We leveraged partnerships with universities to stay up-to-date in the dynamic field of data science and AI. By merging science and practice, we are making groundbreaking progress. <\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignwide mobile-default-padding is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<h3 class=\"wp-block-heading has-text-align-left\" style=\"font-style:normal;font-weight:900\">Changing disciplines<\/h3>\n\n\n\n<p class=\"has-extra-large-font-size\" style=\"border-style:none;border-width:0px;border-radius:0px;padding-top:var(--wp--preset--spacing--10);padding-bottom:var(--wp--preset--spacing--10)\">For us, this integration into the academic world is highly valuable, as scientific questions can often be applied to entrepreneurial contexts.<br>Especially in disciplines such as medicine, the use of AI methods can enable significant advancements.<br>As experts in the fields of AI and data science, we have the opportunity to apply our expertise across various areas of application and thereby contribute to new insights.  <\/p>\n\n\n\n<p class=\"has-extra-large-font-size\" style=\"border-style:none;border-width:0px;border-radius:0px;padding-top:var(--wp--preset--spacing--10);padding-bottom:var(--wp--preset--spacing--10)\">A good example of this connection between science and practice is our co-founder, Dr. Mattis Hartwig, who continues to work as a senior researcher at the German Research Institute for Artificial Intelligence. His close ties to academic research enable us to combine theory and practice and integrate the latest scientific findings into our work. <\/p>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator alignwide has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-group alignwide has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"lazyblock-publikationen-zeitleiste-Z1rmOiw alignwide alignwide  wp-block-lazyblock-publikationen-zeitleiste\">\n<section class=\"wrapper\">\n    <div class=\"container\" style=\"margin-bottom: 20px;\">\n        <div class=\"d-flex justify-content-end mb-5\" style=\"display: flex; justify-content: end; margin-bottom: 20px;\">\n            <button id=\"toggle-list-view-button\" class=\"wp-block-button__link wp-element-button mobile-standard-font-size\" onclick=\"togglePublicationViews(event); console.log('test')\">Zur\n                Listenansicht\n            <\/button>\n            <button id=\"toggle-timeline-view-button\" class=\"wp-block-button__link wp-element-button mobile-standard-font-size hidden\" \n                    onclick=\"togglePublicationViews(event)\">Zur Timelineansicht\n            <\/button>\n        <\/div>\n        <div id=\"list-view\" class=\"container overflow-hidden mobile-default-padding\" style=\"margin-top: 16px; margin-bottom: 16px;\" hidden>\n\t\t\t<h2>2026<\/h2><ul><li>Max Friedrich, Mareike B\u00f6ckel, Oliver Meisenberg, Kathrin Meisenberg, Mattis Hartwig, &#8220;<strong>Learning from 3D Image Reconstruction: Reconstructing Spatiotemporal Distributions of Radioactive Iodine after Nuclear Accidents<\/strong>,&#8221;<br\/> Science of The Total Environment, vol. 1011, pp. 181159, 01, 2026.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Friedrich2026-2')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Friedrich2026-2\" hidden><br><code>@article{Friedrich2026-2,<br>title: \"Learning from 3D Image Reconstruction: Reconstructing Spatiotemporal Distributions of Radioactive Iodine after Nuclear Accidents\",<br>author: \"Max Friedrich and Mareike B\u00f6ckel and Oliver Meisenberg and Kathrin Meisenberg and Mattis Hartwig\",<br>year: \"2026\"<br>journal: \"Science of The Total Environment\"<br>pages: \"\"<br>}<\/code><\/p><\/ul><h2>2025<\/h2><ul><li>Melle Mendikowski, Benjamin Schindler, Thomas Schmid, Ralf M\u00f6ller, Mattis Hartwig, &#8220;<strong>Multi-dependence Conditional Vector Boosting Categorical Fidelity in Tabular-Data GANs<\/strong>,&#8221;<br\/> in  Intelligent Data Engineering and Automated Learning \u2013 IDEAL 2025, vol. 16238, 2025, pp. 401-412.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Mendikowski2025-5')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Mendikowski2025-5\" hidden><br><code>@conference{Mendikowski2025-5,<br>title: \"Multi-dependence Conditional Vector Boosting Categorical Fidelity in Tabular-Data GANs\",<br>author: \"Melle Mendikowski and Benjamin Schindler and Thomas Schmid and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2025\"<br>booktitle: \" Intelligent Data Engineering and Automated Learning \u2013 IDEAL 2025\"<br>pages: \"401 -- 412\"<br>}<\/code><\/p><li>Simon Schiff, Natalie Kohler, Sebastian Wolfrum, Ralf M\u00f6ller, Mattis Hartwig, &#8220;<strong>Predicting the Bed Occupancy in a Hospital<\/strong>,&#8221;<br\/> in Biomedical Engineering Systems and Technologies (BIOSTEC 2024), vol. 2546, 2025, pp. 376-403.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Schiff2025-36')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Schiff2025-36\" hidden><br><code>@conference{Schiff2025-36,<br>title: \"Predicting the Bed Occupancy in a Hospital\",<br>author: \"Simon Schiff and Natalie Kohler and Sebastian Wolfrum and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2025\"<br>booktitle: \"Biomedical Engineering Systems and Technologies (BIOSTEC 2024)\"<br>pages: \"376 -- 403\"<br>}<\/code><\/p><li>Florian Kretzschmar, Hannes Reinhardt, Mattis Hartwig, &#8220;<strong>Vom ETL-Altbau ins Lakehouse<\/strong>,&#8221;<br\/> BI Spektrum, pp. , 06, 2025.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Kretzschmar2025-34')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Kretzschmar2025-34\" hidden><br><code>@article{Kretzschmar2025-34,<br>title: \"Vom ETL-Altbau ins Lakehouse\",<br>author: \"Florian Kretzschmar and Hannes Reinhardt and Mattis Hartwig\",<br>year: \"2025\"<br>journal: \"BI Spektrum\"<br>pages: \"\"<br>}<\/code><\/p><li>Malte Luttermann, Jan Speller, Marcel Gehrke, Tanya Braun, Ralf M\u00f6ller, Mattis Hartwig, &#8220;<strong>Approximate Lifted Model Construction<\/strong>,&#8221;<br\/> in 34th International Joint Conference on Artificial Intelligence (IJCAI-2025), 2025, pp. .<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Luttermann2025-19')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Luttermann2025-19\" hidden><br><code>@conference{Luttermann2025-19,<br>title: \"Approximate Lifted Model Construction\",<br>author: \"Malte Luttermann and Jan Speller and Marcel Gehrke and Tanya Braun and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2025\"<br>booktitle: \"34th International Joint Conference on Artificial Intelligence (IJCAI-2025)\"<br>pages: \"\"<br>}<\/code><\/p><\/ul><h2>2024<\/h2><ul><li>Mattis Hartwig, Simon Schiff, Sebastiam Wolfrum, Ralf M\u00f6ller, &#8220;<strong>Aggregating Predicted Individual Hospital Length of Stay to Predict Bed Occupancy for Hospitals<\/strong>,&#8221;<br\/> in 17th International Joint Conference on Biomedical Engineering Systems and Technologies &#8211; BIOSTEC, 2024, pp. 175-184.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2024-13')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2024-13\" hidden><br><code>@conference{Hartwig2024-13,<br>title: \"Aggregating Predicted Individual Hospital Length of Stay to Predict Bed Occupancy for Hospitals\",<br>author: \"Mattis Hartwig and Simon Schiff and Sebastiam Wolfrum and Ralf M\u00f6ller\",<br>year: \"2024\"<br>booktitle: \"17th International Joint Conference on Biomedical Engineering Systems and Technologies - BIOSTEC\"<br>pages: \"175 -- 184\"<br>}<\/code><\/p><li>Malte Luttermann, Ralf M\u00f6ller, Mattis Hartwig, &#8220;<strong>Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models<\/strong>,&#8221;<br\/> in German Conference on Artificial Intelligence (K\u00fcnstliche Intelligenz), 2024, pp. 175-189.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Luttermann2024-35')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Luttermann2024-35\" hidden><br><code>@conference{Luttermann2024-35,<br>title: \"Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models\",<br>author: \"Malte Luttermann and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2024\"<br>booktitle: \"German Conference on Artificial Intelligence (K\u00fcnstliche Intelligenz)\"<br>pages: \"175 -- 189\"<br>}<\/code><\/p><li>Simon Schiff, Sebastian Wolfrum, Ralf M\u00f6ller, Mattis Hartwig, &#8220;<strong>Using Data Synthesis to Improve Length of Stay Predictions for Patients with Rare Diagnoses<\/strong>,&#8221;<br\/> in The International FLAIRS Conference, vol. 37, 2024, pp. .<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Schiff2024-22')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Schiff2024-22\" hidden><br><code>@conference{Schiff2024-22,<br>title: \"Using Data Synthesis to Improve Length of Stay Predictions for Patients with Rare Diagnoses\",<br>author: \"Simon Schiff and Sebastian Wolfrum and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2024\"<br>booktitle: \"The International FLAIRS Conference\"<br>pages: \"\"<br>}<\/code><\/p><li>Mattis Hartwig, Ralf M\u00f6ller, Tanya Braun, &#8220;<strong>An Extended View on Lifting Gaussian Bayesian Networks<\/strong>,&#8221;<br\/> Artificial Intelligence, vol. 330, pp. 104082, 05, 2024.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2024-18')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2024-18\" hidden><br><code>@article{Hartwig2024-18,<br>title: \"An Extended View on Lifting Gaussian Bayesian Networks\",<br>author: \"Mattis Hartwig and Ralf M\u00f6ller and Tanya Braun\",<br>year: \"2024\"<br>journal: \"Artificial Intelligence\"<br>pages: \"\"<br>}<\/code><\/p><li>Malte Luttermann, Mattis Hartwig, Tanya Braun, Ralf M\u00f6ller, Marcel Gehrke, &#8220;<strong>Lifted Causal Inference in Relational Domains<\/strong>,&#8221;<br\/> in 3rd Conference on Causal Learning and Reasoning, vol. 236, 2024, pp. 827-842.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Luttermann2024-35')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Luttermann2024-35\" hidden><br><code>@conference{Luttermann2024-35,<br>title: \"Lifted Causal Inference in Relational Domains\",<br>author: \"Malte Luttermann and Mattis Hartwig and Tanya Braun and Ralf M\u00f6ller and Marcel Gehrke\",<br>year: \"2024\"<br>booktitle: \"3rd Conference on Causal Learning and Reasoning\"<br>pages: \"827 -- 842\"<br>}<\/code><\/p><\/ul><h2>2023<\/h2><ul><li>Johanna Ott, Arthur Ledaguenel, C\u00e9line Hudelot, Mattis Hartwig, &#8220;<strong>How to Think About Benchmarking Neurosymbolic AI?<\/strong>,&#8221;<br\/> in 17th International Workshop on Neural-Symbolic Learning and Reasoning &#8211; NESY 2023, 2023, pp. 1-8.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/nesy-revised-how-to-think-about-benchmarking-neurosymbolic-ai target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Ott2023-33')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Ott2023-33\" hidden><br><code>@conference{Ott2023-33,<br>title: \"How to Think About Benchmarking Neurosymbolic AI?\",<br>author: \"Johanna Ott and Arthur Ledaguenel and C\u00e9line Hudelot and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"17th International Workshop on Neural-Symbolic Learning and Reasoning - NESY 2023\"<br>pages: \"1 -- 8\"<br>}<\/code><\/p><li>Alexander Winter, Toralf Kirsten, Mattis Hartwig, &#8220;<strong>Improving Patient Trajectory Forecasts in Hospitals: Using Emergency Department Data for Length of Stay Prediction and Next Hospital Unit Classification<\/strong>,&#8221;<br\/> in International Joint Conference on Biomedical Engineering Systems and Technologies, vol. 2080, 2023, pp. 84-106.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Winter2023-31')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Winter2023-31\" hidden><br><code>@conference{Winter2023-31,<br>title: \"Improving Patient Trajectory Forecasts in Hospitals: Using Emergency Department Data for Length of Stay Prediction and Next Hospital Unit Classification\",<br>author: \"Alexander Winter and Toralf Kirsten and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"International Joint Conference on Biomedical Engineering Systems and Technologies\"<br>pages: \"84 -- 106\"<br>}<\/code><\/p><li>Melle Mendikowski, Benjamin Schindler, Thomas Schmid, Ralf M\u00f6ller, and Mattis Hartwig, &#8220;<strong>Improved Techniques for Training Tabular GANs Using Cramer\u2019s V Statistics<\/strong>,&#8221;<br\/> in Proceedings of the Canadian Conference on Artificial Intelligence, 2023, pp. 1-12.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/attachment\/51682622311607 target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Mendikowski2023-27')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Mendikowski2023-27\" hidden><br><code>@conference{Mendikowski2023-27,<br>title: \"Improved Techniques for Training Tabular GANs Using Cramer\u2019s V Statistics\",<br>author: \"Melle Mendikowski and Benjamin Schindler and Thomas Schmid and Ralf M\u00f6ller and and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"Proceedings of the Canadian Conference on Artificial Intelligence\"<br>pages: \"1 -- 12\"<br>}<\/code><\/p><li> Nils Frohwitter, Alessa Hering, Ralf M\u00f6ller, Mattis Hartwig, &#8220;<strong>Evaluating the Effects of a Priori Deep Learning Image Synthesis on Multi-Modal MR-to-CT Image Registration Performance<\/strong>,&#8221;<br\/> in Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023), 2023, pp.  322-329.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/healthinf_ctmr_synthesis target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Frohwitter2023-22')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Frohwitter2023-22\" hidden><br><code>@conference{Frohwitter2023-22,<br>title: \"Evaluating the Effects of a Priori Deep Learning Image Synthesis on Multi-Modal MR-to-CT Image Registration Performance\",<br>author: \" Nils Frohwitter and Alessa Hering and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023)\"<br>pages: \" 322 -- 329\"<br>}<\/code><\/p><li>Alex Winter, Toralf Kirsten, Mattis Hartwig, &#8220;<strong>Predicting Hospital Length of Stay of Patients Leaving the Emergency Department<\/strong>,&#8221;<br\/> in Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023) &#8211; HEALTHINF, 2023, pp. 124-131.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/los_prediction_healthinf20231 target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Winter2023-36')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Winter2023-36\" hidden><br><code>@conference{Winter2023-36,<br>title: \"Predicting Hospital Length of Stay of Patients Leaving the Emergency Department\",<br>author: \"Alex Winter and Toralf Kirsten and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023) - HEALTHINF\"<br>pages: \"124 -- 131\"<br>}<\/code><\/p><\/ul><h2>2022<\/h2><ul><li>Mattis Hartwig, &#8220;<strong>New Methods for Efficient Query Answering in Gaussian Probabilistic Graphical ModelsInstitut f\u00fcr Informationsssysteme, Universit\u00e4t zu L\u00fcbeck, L\u00fcbeck, 2022.<\/li><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2022-16')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2022-16\" hidden><br><code>@phdthesis{Hartwig2022-16,<br>title: \"New Methods for Efficient Query Answering in Gaussian Probabilistic Graphical Models\",<br>author: \"Mattis Hartwig\",<br>year: \"2022\"<br>}<\/code><\/p><li>Melle Mendikowski, Mattis Hartwig, &#8220;<strong>Creating Customers That Never Existed: Synthesis of E-commerce Data Using CTGAN<\/strong>,&#8221;<br\/> in 18th International Conference on Machine Learning and Data Mining MLDM, 2022, pp. 91-105.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/public_creating_customers_that_never_existed_ctgan target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Mendikowski2022-10')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Mendikowski2022-10\" hidden><br><code>@conference{Mendikowski2022-10,<br>title: \"Creating Customers That Never Existed: Synthesis of E-commerce Data Using CTGAN\",<br>author: \"Melle Mendikowski and Mattis Hartwig\",<br>year: \"2022\"<br>booktitle: \"18th International Conference on Machine Learning and Data Mining MLDM\"<br>pages: \"91 -- 105\"<br>}<\/code><\/p><li>Moritz P. Hoffmann, Tanya Braun, Ralf M\u00f6ller, &#8220;<strong>Lifted Division for Lifted Hugin Belief Propagation<\/strong>,&#8221;<br\/> in , 2022, pp. 6501-6510.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/hoffmann22a target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hoffmann2022-34')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hoffmann2022-34\" hidden><br><code>@conference{Hoffmann2022-34,<br>title: \"Lifted Division for Lifted Hugin Belief Propagation\",<br>author: \"Moritz P. Hoffmann and Tanya Braun and Ralf M\u00f6ller\",<br>year: \"2022\"<br>booktitle: \"\"<br>pages: \"6501 -- 6510\"<br>}<\/code><\/p><li>Mattis Hartwig, Tanya Braun, Ralf M\u00f6ller, &#8220;<strong>Increasing State Estimation Accuracy in the Inference Algorithm on a Hybrid Factor Graph Model<\/strong>,&#8221;<br\/> in The International FLAIRS Conference Proceedings, vol. 35, 2022. [Online]. Verf\u00fcgbar: https:\/\/doi.org\/10.32473\/flairs.v35i.130682.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/flairs-35-80-stender-public target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2022-42')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2022-42\" hidden><br><code>@conference{Hartwig2022-42,<br>title: \"Increasing State Estimation Accuracy in the Inference Algorithm on a Hybrid Factor Graph Model\",<br>author: \"Mattis Hartwig and Tanya Braun and Ralf M\u00f6ller\",<br>year: \"2022\"<br>booktitle: \"The International FLAIRS Conference Proceedings\"<br>pages: \"\"<br>}<\/code><\/p><\/ul><h2>2021<\/h2><ul><li>Mattis Hartwig, Tanya Braun, Ralf M\u00f6ller, &#8220;<strong>Handling Overlaps When Lifting Gaussian Bayesian Networks<\/strong>,&#8221;<br\/> in Thirtieth International Joint Conference on Artificial Intelligence, vol. 30, 2021. [Online]. Verf\u00fcgbar: https:\/\/doi.org\/10.24963\/ijcai.2021\/581.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/attachment\/0581 target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2021-42')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2021-42\" hidden><br><code>@conference{Hartwig2021-42,<br>title: \"Handling Overlaps When Lifting Gaussian Bayesian Networks\",<br>author: \"Mattis Hartwig and Tanya Braun and Ralf M\u00f6ller\",<br>year: \"2021\"<br>booktitle: \"Thirtieth International Joint Conference on Artificial Intelligence\"<br>pages: \"\"<br>}<\/code><\/p><li>Mattis Hartwig, Achim Peters, &#8220;<strong>Cooperation and Social Rules Emerging From the Principle of Surprise Minimization<\/strong>,&#8221;<br\/> Frontiers in Psychol., vol. 10, , Januar, 2021.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/fpsyg-11-606174_public_01 target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2021-8')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2021-8\" hidden><br><code>@article{Hartwig2021-8,<br>title: \"Cooperation and Social Rules Emerging From the Principle of Surprise Minimization\",<br>author: \"Mattis Hartwig and Achim Peters\",<br>year: \"2021\"<br>journal: \"Frontiers in Psychol.\"<br>pages: \"\"<br>}<\/code><\/p><\/ul><h2>2020<\/h2><ul><li>Mattis Hartwig, Rolf M\u00f6ller, &#8220;<strong>How to Encode Dynamic Gaussian Bayesian Networks as Gaussian Processes?<\/strong>,&#8221;<br\/> in Advances in Artificial Intelligence, 2020. [Online]. Verf\u00fcgbar: http:\/\/dx.doi.org\/10.1007\/978-3-030-64984-5_29.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/how_to_encode_dgbns_as_gps_public target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2020-34')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2020-34\" hidden><br><code>@conference{Hartwig2020-34,<br>title: \"How to Encode Dynamic Gaussian Bayesian Networks as Gaussian Processes?\",<br>author: \"Mattis Hartwig and Rolf M\u00f6ller\",<br>year: \"2020\"<br>booktitle: \"Advances in Artificial Intelligence\"<br>pages: \"\"<br>}<\/code><\/p><li>Mattis Hartwig, Ralf M\u00f6ller, &#8220;<strong>Lifted Query Answering in Gaussian Bayesian Networks<\/strong>,&#8221;<br\/> in International Conference on Probabilistic Graphical Models, vol. 138, 2020, pp. 233-244.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/hartwig20_public target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2020-3')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2020-3\" hidden><br><code>@conference{Hartwig2020-3,<br>title: \"Lifted Query Answering in Gaussian Bayesian Networks\",<br>author: \"Mattis Hartwig and Ralf M\u00f6ller\",<br>year: \"2020\"<br>booktitle: \"International Conference on Probabilistic Graphical Models\"<br>pages: \"233 -- 244\"<br>}<\/code><\/p><li>Mattis Hartwig, &#8220;<strong>Efficient Query Answering in Nonparametric Probabilistic Graphical Models<\/strong>,&#8221;<br\/> in German Conference on Artificial Intelligence, 2020, pp. 1-5.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/ki2020-dc_paper_6_public_01 target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2020-21')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2020-21\" hidden><br><code>@conference{Hartwig2020-21,<br>title: \"Efficient Query Answering in Nonparametric Probabilistic Graphical Models\",<br>author: \"Mattis Hartwig\",<br>year: \"2020\"<br>booktitle: \"German Conference on Artificial Intelligence\"<br>pages: \"1 -- 5\"<br>}<\/code><\/p><li>Marisa Mohr, Florian Wilhelm, Mattis Hartwig, Ralf M\u00f6ller, Karsten Keller, &#8220;<strong>New Approaches in Ordinal Pattern Representations for Multivariate Time Series<\/strong>,&#8221;<br\/> in International Florida Artificial Intelligence Research Society Conference, 2020, pp. 124-129.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/mt-mohrm_public-2 target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Mohr2020-1')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Mohr2020-1\" hidden><br><code>@conference{Mohr2020-1,<br>title: \"New Approaches in Ordinal Pattern Representations for Multivariate Time Series\",<br>author: \"Marisa Mohr and Florian Wilhelm and Mattis Hartwig and Ralf M\u00f6ller and Karsten Keller\",<br>year: \"2020\"<br>booktitle: \"International Florida Artificial Intelligence Research Society Conference\"<br>pages: \"124 -- 129\"<br>}<\/code><\/p><li>Mattis Hartwig, Marisa Mohr, Ralf M\u00f6ller, &#8220;<strong>Constructing Gaussian Processes for Probabilistic Graphical Models<\/strong>,&#8221;<br\/> in FLAIRS Conference, 2020, pp. 57-62.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/mt-hartwigm_public target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2020-43')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2020-43\" hidden><br><code>@conference{Hartwig2020-43,<br>title: \"Constructing Gaussian Processes for Probabilistic Graphical Models\",<br>author: \"Mattis Hartwig and Marisa Mohr and Ralf M\u00f6ller\",<br>year: \"2020\"<br>booktitle: \"FLAIRS Conference\"<br>pages: \"57 -- 62\"<br>}<\/code><\/p><\/ul><h2>2019<\/h2><ul><li>Mattis Hartwig, Marcel Gehrke, Ralf M\u00f6ller, &#8220;<strong>Approximate Query Answering in Complex Gaussian Mixture Models<\/strong>,&#8221;<br\/> in IEEE International Conference on Big Knowledge, 2019, pp. 81-86.<\/li><a href=https:\/\/www.singular-it.de\/forschung-und-publikationen\/hartwig_gmm_query_answering_final_public target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a><button class='wp-block-button__link wp-element-button mobile-standard-font-size bibtex' onclick=\"toggleBibtex('Hartwig2019-25')\"> Bibtex <\/button><p class='p-0 m-0' style='margin: 0; padding: 0;' id=\"Hartwig2019-25\" hidden><br><code>@conference{Hartwig2019-25,<br>title: \"Approximate Query Answering in Complex Gaussian Mixture Models\",<br>author: \"Mattis Hartwig and Marcel Gehrke and Ralf M\u00f6ller\",<br>year: \"2019\"<br>booktitle: \"IEEE International Conference on Big Knowledge\"<br>pages: \"81 -- 86\"<br>}<\/code><\/p><\/ul>        <\/div>\n        <div id=\"timeline-view\" class=\"container\" style=\"margin-top: 16px; margin-bottom: 16px;\">\n            <div style=\"display: flex; justify-content: center;\">\n                <div class=\"timeline ms-0 px-2\" style=\"padding-right:8px; padding-left:8px;\">\n                    <div class=\"timeline--line py-4 py-lg-5\" style=\"padding-top: 16px; padding-bottom: 16px;\">\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2026\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tLearning from 3D Image Reconstruction: Reconstructing Spatiotemporal Distributions of Radioactive Iodine after Nuclear Accidents                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Radiation protection<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Nuclear accident<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Spatiotemporal reconstruction<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">3D reconstruction<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Neural Radiance Fields<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Gaussian Splatting<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Friedrich2026-2')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Max Friedrich, Mareike B\u00f6ckel, Oliver Meisenberg, Kathrin Meisenberg, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Friedrich2026-2\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@article{Friedrich2026-2,<br>title: \"Learning from 3D Image Reconstruction: Reconstructing Spatiotemporal Distributions of Radioactive Iodine after Nuclear Accidents\",<br>author: \"Max Friedrich and Mareike B\u00f6ckel and Oliver Meisenberg and Kathrin Meisenberg and Mattis Hartwig\",<br>year: \"2026\"<br>journal: \"Science of The Total Environment\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2025\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tMulti-dependence Conditional Vector Boosting Categorical Fidelity in Tabular-Data GANs                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Mendikowski2025-5')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Melle Mendikowski, Benjamin Schindler, Thomas Schmid, Ralf M\u00f6ller, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Mendikowski2025-5\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Mendikowski2025-5,<br>title: \"Multi-dependence Conditional Vector Boosting Categorical Fidelity in Tabular-Data GANs\",<br>author: \"Melle Mendikowski and Benjamin Schindler and Thomas Schmid and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2025\"<br>booktitle: \" Intelligent Data Engineering and Automated Learning \u2013 IDEAL 2025\"<br>pages: \"401 -- 412\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tPredicting the Bed Occupancy in a Hospital                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Schiff2025-36')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Simon Schiff, Natalie Kohler, Sebastian Wolfrum, Ralf M\u00f6ller, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Schiff2025-36\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Schiff2025-36,<br>title: \"Predicting the Bed Occupancy in a Hospital\",<br>author: \"Simon Schiff and Natalie Kohler and Sebastian Wolfrum and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2025\"<br>booktitle: \"Biomedical Engineering Systems and Technologies (BIOSTEC 2024)\"<br>pages: \"376 -- 403\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tVom ETL-Altbau ins Lakehouse                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Kretzschmar2025-34')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Florian Kretzschmar, Hannes Reinhardt, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Kretzschmar2025-34\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@article{Kretzschmar2025-34,<br>title: \"Vom ETL-Altbau ins Lakehouse\",<br>author: \"Florian Kretzschmar and Hannes Reinhardt and Mattis Hartwig\",<br>year: \"2025\"<br>journal: \"BI Spektrum\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tApproximate Lifted Model Construction                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Luttermann2025-19')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Malte Luttermann, Jan Speller, Marcel Gehrke, Tanya Braun, Ralf M\u00f6ller, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Luttermann2025-19\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Luttermann2025-19,<br>title: \"Approximate Lifted Model Construction\",<br>author: \"Malte Luttermann and Jan Speller and Marcel Gehrke and Tanya Braun and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2025\"<br>booktitle: \"34th International Joint Conference on Artificial Intelligence (IJCAI-2025)\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2024\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tAggregating Predicted Individual Hospital Length of Stay to Predict Bed Occupancy for Hospitals                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Bed Occupancy Prediction<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Emergency Department<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">MIMIC-IV<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">CatBoost Architecture<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2024-13')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Simon Schiff, Sebastiam Wolfrum, Ralf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2024-13\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2024-13,<br>title: \"Aggregating Predicted Individual Hospital Length of Stay to Predict Bed Occupancy for Hospitals\",<br>author: \"Mattis Hartwig and Simon Schiff and Sebastiam Wolfrum and Ralf M\u00f6ller\",<br>year: \"2024\"<br>booktitle: \"17th International Joint Conference on Biomedical Engineering Systems and Technologies - BIOSTEC\"<br>pages: \"175 -- 184\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tTowards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">probabilistic graphical models<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">relational models<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">synthetic data<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Luttermann2024-35')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Malte Luttermann, Ralf M\u00f6ller, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Luttermann2024-35\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Luttermann2024-35,<br>title: \"Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models\",<br>author: \"Malte Luttermann and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2024\"<br>booktitle: \"German Conference on Artificial Intelligence (K\u00fcnstliche Intelligenz)\"<br>pages: \"175 -- 189\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tUsing Data Synthesis to Improve Length of Stay Predictions for Patients with Rare Diagnoses                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Schiff2024-22')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Simon Schiff, Sebastian Wolfrum, Ralf M\u00f6ller, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Schiff2024-22\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Schiff2024-22,<br>title: \"Using Data Synthesis to Improve Length of Stay Predictions for Patients with Rare Diagnoses\",<br>author: \"Simon Schiff and Sebastian Wolfrum and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2024\"<br>booktitle: \"The International FLAIRS Conference\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tAn Extended View on Lifting Gaussian Bayesian Networks                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Lifting<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Gaussian Bayesian networks<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Exact inference<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2024-18')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Ralf M\u00f6ller, Tanya Braun                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2024-18\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@article{Hartwig2024-18,<br>title: \"An Extended View on Lifting Gaussian Bayesian Networks\",<br>author: \"Mattis Hartwig and Ralf M\u00f6ller and Tanya Braun\",<br>year: \"2024\"<br>journal: \"Artificial Intelligence\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tLifted Causal Inference in Relational Domains                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Causal graphical models<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">lifted probabilistic inference<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">interventional distributions<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Luttermann2024-35')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Malte Luttermann, Mattis Hartwig, Tanya Braun, Ralf M\u00f6ller, Marcel Gehrke                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Luttermann2024-35\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Luttermann2024-35,<br>title: \"Lifted Causal Inference in Relational Domains\",<br>author: \"Malte Luttermann and Mattis Hartwig and Tanya Braun and Ralf M\u00f6ller and Marcel Gehrke\",<br>year: \"2024\"<br>booktitle: \"3rd Conference on Causal Learning and Reasoning\"<br>pages: \"827 -- 842\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2023\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tHow to Think About Benchmarking Neurosymbolic AI?                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/nesy-revised-how-to-think-about-benchmarking-neurosymbolic-ai' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Ott2023-33')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Johanna Ott, Arthur Ledaguenel, C\u00e9line Hudelot, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Ott2023-33\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Ott2023-33,<br>title: \"How to Think About Benchmarking Neurosymbolic AI?\",<br>author: \"Johanna Ott and Arthur Ledaguenel and C\u00e9line Hudelot and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"17th International Workshop on Neural-Symbolic Learning and Reasoning - NESY 2023\"<br>pages: \"1 -- 8\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tImproving Patient Trajectory Forecasts in Hospitals: Using Emergency Department Data for Length of Stay Prediction and Next Hospital Unit Classification                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Length of stay prediction<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Next hospital unit classification<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Emergency department<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Hospital management<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Forecasting<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">MIMIC dataset<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">CatBoost model<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Winter2023-31')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Alexander Winter, Toralf Kirsten, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Winter2023-31\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Winter2023-31,<br>title: \"Improving Patient Trajectory Forecasts in Hospitals: Using Emergency Department Data for Length of Stay Prediction and Next Hospital Unit Classification\",<br>author: \"Alexander Winter and Toralf Kirsten and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"International Joint Conference on Biomedical Engineering Systems and Technologies\"<br>pages: \"84 -- 106\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tImproved Techniques for Training Tabular GANs Using Cramer\u2019s V Statistics                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">CTGAN<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Cramer\u2019s V<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">tabular data synthesis<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">categorical data<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Generative Adversarial Networks<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/attachment\/51682622311607' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Mendikowski2023-27')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Melle Mendikowski, Benjamin Schindler, Thomas Schmid, Ralf M\u00f6ller, and Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Mendikowski2023-27\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Mendikowski2023-27,<br>title: \"Improved Techniques for Training Tabular GANs Using Cramer\u2019s V Statistics\",<br>author: \"Melle Mendikowski and Benjamin Schindler and Thomas Schmid and Ralf M\u00f6ller and and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"Proceedings of the Canadian Conference on Artificial Intelligence\"<br>pages: \"1 -- 12\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tEvaluating the Effects of a Priori Deep Learning Image Synthesis on Multi-Modal MR-to-CT Image Registration Performance                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Image-to-Image Translation<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Image Synthesis<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Image Registration<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/healthinf_ctmr_synthesis' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Frohwitter2023-22')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen:  Nils Frohwitter, Alessa Hering, Ralf M\u00f6ller, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Frohwitter2023-22\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Frohwitter2023-22,<br>title: \"Evaluating the Effects of a Priori Deep Learning Image Synthesis on Multi-Modal MR-to-CT Image Registration Performance\",<br>author: \" Nils Frohwitter and Alessa Hering and Ralf M\u00f6ller and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023)\"<br>pages: \" 322 -- 329\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tPredicting Hospital Length of Stay of Patients Leaving the Emergency Department                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Length of Stay Prediction<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Emergency Deparment<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">MIMIC-IV<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">CatBoost Architecture<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/los_prediction_healthinf20231' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Winter2023-36')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Alex Winter, Toralf Kirsten, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Winter2023-36\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Winter2023-36,<br>title: \"Predicting Hospital Length of Stay of Patients Leaving the Emergency Department\",<br>author: \"Alex Winter and Toralf Kirsten and Mattis Hartwig\",<br>year: \"2023\"<br>booktitle: \"Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023) - HEALTHINF\"<br>pages: \"124 -- 131\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2022\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tNew Methods for Efficient Query Answering in Gaussian Probabilistic Graphical Models                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">PhD<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Graphs<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Gauss<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2022-16')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2022-16\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@phdthesis{Hartwig2022-16,<br>title: \"New Methods for Efficient Query Answering in Gaussian Probabilistic Graphical Models\",<br>author: \"Mattis Hartwig\",<br>year: \"2022\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tCreating Customers That Never Existed: Synthesis of E-commerce Data Using CTGAN                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">CTGAN<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Categorical Relations<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">E-Commerce<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">CV-deviation<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/public_creating_customers_that_never_existed_ctgan' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Mendikowski2022-10')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Melle Mendikowski, Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Mendikowski2022-10\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Mendikowski2022-10,<br>title: \"Creating Customers That Never Existed: Synthesis of E-commerce Data Using CTGAN\",<br>author: \"Melle Mendikowski and Mattis Hartwig\",<br>year: \"2022\"<br>booktitle: \"18th International Conference on Machine Learning and Data Mining MLDM\"<br>pages: \"91 -- 105\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tIncreasing State Estimation Accuracy in the Inference Algorithm on a Hybrid Factor Graph Model                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">switching linear dynamical systems<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">hybrid factor graphs<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">inference algorithm<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">message passing<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">state estimation<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Gaussian mixture reduction<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">probabilistic graphical models<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/flairs-35-80-stender-public' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2022-42')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Tanya Braun, Ralf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2022-42\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2022-42,<br>title: \"Increasing State Estimation Accuracy in the Inference Algorithm on a Hybrid Factor Graph Model\",<br>author: \"Mattis Hartwig and Tanya Braun and Ralf M\u00f6ller\",<br>year: \"2022\"<br>booktitle: \"The International FLAIRS Conference Proceedings\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tLifted Division for Lifted Hugin Belief Propagation                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/hoffmann22a' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hoffmann2022-34')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Moritz P. Hoffmann, Tanya Braun, Ralf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hoffmann2022-34\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hoffmann2022-34,<br>title: \"Lifted Division for Lifted Hugin Belief Propagation\",<br>author: \"Moritz P. Hoffmann and Tanya Braun and Ralf M\u00f6ller\",<br>year: \"2022\"<br>booktitle: \"\"<br>pages: \"6501 -- 6510\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2021\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tHandling Overlaps When Lifting Gaussian Bayesian Networks                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Bayesian Networks<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Exact Probabilistic Inference<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Graphical Models<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Statistical Relational AI<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/attachment\/0581' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2021-42')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Tanya Braun, Ralf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2021-42\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2021-42,<br>title: \"Handling Overlaps When Lifting Gaussian Bayesian Networks\",<br>author: \"Mattis Hartwig and Tanya Braun and Ralf M\u00f6ller\",<br>year: \"2021\"<br>booktitle: \"Thirtieth International Joint Conference on Artificial Intelligence\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tCooperation and Social Rules Emerging From the Principle of Surprise Minimization                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">free energy<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">social rules<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">decision making<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">cooperation<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">surprise minimization<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/fpsyg-11-606174_public_01' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2021-8')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Achim Peters                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2021-8\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@article{Hartwig2021-8,<br>title: \"Cooperation and Social Rules Emerging From the Principle of Surprise Minimization\",<br>author: \"Mattis Hartwig and Achim Peters\",<br>year: \"2021\"<br>journal: \"Frontiers in Psychol.\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2020\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tLifted Query Answering in Gaussian Bayesian Networks                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">gaussian bayesian networks<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">lifting; query answering<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">exact inference<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/hartwig20_public' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2020-3')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Ralf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2020-3\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2020-3,<br>title: \"Lifted Query Answering in Gaussian Bayesian Networks\",<br>author: \"Mattis Hartwig and Ralf M\u00f6ller\",<br>year: \"2020\"<br>booktitle: \"International Conference on Probabilistic Graphical Models\"<br>pages: \"233 -- 244\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tConstructing Gaussian Processes for Probabilistic Graphical Models                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/mt-hartwigm_public' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2020-43')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Marisa Mohr, Ralf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2020-43\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2020-43,<br>title: \"Constructing Gaussian Processes for Probabilistic Graphical Models\",<br>author: \"Mattis Hartwig and Marisa Mohr and Ralf M\u00f6ller\",<br>year: \"2020\"<br>booktitle: \"FLAIRS Conference\"<br>pages: \"57 -- 62\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tHow to Encode Dynamic Gaussian Bayesian Networks as Gaussian Processes?                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Gaussian process<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">kernel<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Bayesian network<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/how_to_encode_dgbns_as_gps_public' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2020-34')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Rolf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2020-34\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2020-34,<br>title: \"How to Encode Dynamic Gaussian Bayesian Networks as Gaussian Processes?\",<br>author: \"Mattis Hartwig and Rolf M\u00f6ller\",<br>year: \"2020\"<br>booktitle: \"Advances in Artificial Intelligence\"<br>pages: \"\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tEfficient Query Answering in Nonparametric Probabilistic Graphical Models                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Probabilistic Graphical Models<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Nonparametrics<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">query answering<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/ki2020-dc_paper_6_public_01' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2020-21')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2020-21\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2020-21,<br>title: \"Efficient Query Answering in Nonparametric Probabilistic Graphical Models\",<br>author: \"Mattis Hartwig\",<br>year: \"2020\"<br>booktitle: \"German Conference on Artificial Intelligence\"<br>pages: \"1 -- 5\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tNew Approaches in Ordinal Pattern Representations for Multivariate Time Series                                    <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/mt-mohrm_public-2' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Mohr2020-1')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Marisa Mohr, Florian Wilhelm, Mattis Hartwig, Ralf M\u00f6ller, Karsten Keller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Mohr2020-1\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Mohr2020-1,<br>title: \"New Approaches in Ordinal Pattern Representations for Multivariate Time Series\",<br>author: \"Marisa Mohr and Florian Wilhelm and Mattis Hartwig and Ralf M\u00f6ller and Karsten Keller\",<br>year: \"2020\"<br>booktitle: \"International Florida Artificial Intelligence Research Society Conference\"<br>pages: \"124 -- 129\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                            <div class=\"timeline-card-wrapper\">\n    \t\t\t\t\t\t\t\t<span class=\"timeline--date mb-1 d-flex align-items-center\" style=\"display: flex; align-items: center; margin-bottom: 2px;\">\n    \t\t\t\t\t\t\t\t\t<span class=\"timeline--date-text\">\n    \t\t\t\t\t\t\t\t\t\t2019\t\t\t\t\t\t\t\t\t\t        \t\t\t\t\t\t\t\t\t<\/span>\n    \t\t\t\t\t\t\t\t<\/span>\n                                <span class=\"timeline--date-arrow\"><\/span>\n                                <div class=\"timeline-card mb-4 pb-2\" style=\"margin-bottom: 16px; padding-bottom: 4px;\">\n                                    <h3 class=\"timeline-card--heading\">\n\t\t\t\t\t\t\t\t\t\tApproximate Query Answering in Complex Gaussian Mixture Models                                    <\/h3>\n\t\t\t\t\t\t\t\t\t                                        <div class=\"tag-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">Gaussian mixture models<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">query answering<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">conditional probability<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">inference<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                                <span class=\"tag-badge\">approximation<\/span>\n\t\t\t\t\t\t\t\t\t\t\t                                        <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href='https:\/\/www.singular-it.de\/forschung-und-publikationen\/hartwig_gmm_query_answering_final_public' target='_blank' rel='noreferrer noopener' style='margin-right: 20px;'>PDF ansehen<\/a>                                    <button class=\"wp-block-button__link wp-element-button mobile-standard-font-size bibtex\"\n                                            onclick=\"toggleBibtex('bibtex-Hartwig2019-25')\">\n                                        BibTex\n                                    <\/button>\n                                    <p>\n                                        Autor:innen: Mattis Hartwig, Marcel Gehrke, Ralf M\u00f6ller                                    <\/p>\n                                    <p class=\"p-0 m-0\" style=\"padding: 0; margin: 0;\" id=\"bibtex-Hartwig2019-25\"\n                                       hidden>\n                                        <br>\n\t\t\t\t\t\t\t\t\t\t<code>@conference{Hartwig2019-25,<br>title: \"Approximate Query Answering in Complex Gaussian Mixture Models\",<br>author: \"Mattis Hartwig and Marcel Gehrke and Ralf M\u00f6ller\",<br>year: \"2019\"<br>booktitle: \"IEEE International Conference on Big Knowledge\"<br>pages: \"81 -- 86\"<br>}<\/code>                                    <\/p>\n                                <\/div>\n                            <\/div>\n\t\t\t\t\t\t                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n<script>\nfunction togglePublicationViews(event) {\n    let listView = document.getElementById(\"list-view\");\n    let listViewButton = document.getElementById(\"toggle-list-view-button\");\n    let timelineView = document.getElementById(\"timeline-view\");\n    let timelineViewButton = document.getElementById(\"toggle-timeline-view-button\");\n    listView.hidden = !listView.hidden;\n    timelineView.hidden = !timelineView.hidden;\n    listViewButton.classList.toggle('hidden')\n    timelineViewButton.classList.toggle('hidden')\n}\n\nfunction toggleBibtex(id) {\n    let bibtexElement = document.getElementById(id);\n    bibtexElement.hidden = !bibtexElement.hidden;\n}\n\n<\/script>\n\n<style>\n.hidden {\n  display: none;\n}\n\n.overflow-hidden {\n  overflow: hidden;\n  overflow-wrap: break-word;\n}\n\n.wp-element-button.bibtex {\n    padding: 5px 10px;\n}\n\n.wrapper {\n    padding-right: 8px;\n    padding-left: 8px;\n    padding-top: 20px;\n}\n\n\n.timeline {\n  list-style-type: none;\n}\n@media (min-width: 900px) {\n  .wrapper {\n    padding-right: 16px;\n    padding-left: 16px;\n  }\n\n  .timeline {\n    padding-left: 250px;\n  }\n}\n.timeline .timeline--line {\n  border-left: solid 3px;\n  border-image: linear-gradient(to bottom, rgba(0, 0, 0, 0) 0%, rgba(240, 125, 39, 0.9) 5%, rgba(240, 125, 39, 0.9) 95%, rgba(0, 0, 0, 0) 100%) 1;\n  padding-left: 1.5rem;\n}\n@media (min-width: 600px) {\n  .timeline .timeline--line {\n    padding-left: 3rem;\n  }\n}\n.timeline .timeline--line .timeline-card-wrapper {\n  display: flex;\n  flex-direction: column;\n  align-items: center;\n}\n@media (min-width: 900px) {\n  .timeline .timeline--line .timeline-card-wrapper {\n    flex-direction: row;\n  }\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline--date {\n  color: #3c3c3b;\n  font-weight: 600;\n  margin-left: -14.75rem;\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline--date .timeline--date-text {\n  min-width: 90px;\n}\n@media (min-width: 600px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date {\n    margin-left: -26.25rem;\n    font-size: 20px;\n  }\n}\n@media (min-width: 900px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date {\n    margin-left: -9rem;\n    padding-bottom: 6rem;\n  }\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date:after {\n    content: \" \";\n    background: #f07d27;\n    display: inline-block;\n    border-radius: 50%;\n    border: 3px solid #f07d27;\n    width: 15px;\n    height: 15px;\n    opacity: 0.9;\n    margin-left: 1rem;\n  }\n}\n@media (min-width: 900px) and (min-width: 921px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date:after {\n    margin-left: -0.375rem;\n  }\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline--date:before {\n  content: \" \";\n  background: #f07d27;\n  display: inline-block;\n  border-radius: 50%;\n  border: 3px solid #f07d27;\n  width: 15px;\n  height: 15px;\n  opacity: 0.9;\n  margin-right: 1.5rem;\n}\n@media (min-width: 600px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date:before {\n    margin-right: 3rem;\n  }\n}\n@media (min-width: 900px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date:before {\n    display: none;\n  }\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline--date-arrow:before {\n  content: \"\";\n  background: #f07d27;\n  display: none;\n  position: absolute;\n  width: 15px;\n  height: 15px;\n  transform: rotate(-45deg);\n  margin-left: 2rem;\n}\n@media (min-width: 900px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date-arrow:before {\n    display: inline-block;\n  }\n}\n@media (min-width: 1200px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date-arrow:before {\n    margin-left: 3.5rem;\n  }\n}\n@media (min-width: 900px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date-arrow {\n    padding-bottom: 7.2rem;\n  }\n}\n@media (min-width: 1200px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline--date-arrow {\n    padding-bottom: 7.2rem;\n  }\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline-card {\n  padding: 0 1rem 0 2.5rem;\n  border-radius: 5px;\n  box-shadow: 0 4px 8px 0 rgba(0, 0, 0, 0.2), 0 6px 20px 0 rgba(0, 0, 0, 0.19);\n  border-left: solid #f07d27;\n  width: 15rem;\n}\n@media (min-width: 600px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline-card {\n    width: 25rem;\n  }\n}\n@media (min-width: 900px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline-card {\n    width: 30rem;\n    margin-left: 2.5rem;\n  }\n}\n@media (min-width: 1200px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline-card {\n    width: 35rem;\n    margin-left: 4rem;\n  }\n}\n@media (min-width: 1800px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline-card {\n    width: 50rem;\n  }\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline-card code {\n  color: #e84e0e;\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline-card .timeline-card--heading {\n  font-weight: 300;\n  color: #333333 !important;\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline-card .tag-wrapper {\n  margin-bottom: 1.5rem;\n  display: flex;\n  flex-direction: row;\n  flex-wrap: wrap;\n}\n.timeline .timeline--line .timeline-card-wrapper .timeline-card .tag-wrapper .tag-badge {\n  background: rgba(60, 60, 59);\n  padding: 0.1rem 0.6rem;\n  border-radius: 50px;\n  color: #fff;\n  font-weight: bold;\n  font-size: 12px;\n  margin-right: 0.2rem;\n  margin-bottom: 0.1rem;\n}\n@media (min-width: 600px) {\n  .timeline .timeline--line .timeline-card-wrapper .timeline-card .tag-wrapper .tag-badge {\n    font-size: 14px;\n  }\n}\n<\/style><\/div><\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Research &amp; Publications Changing disciplines For us, this integration into the academic world is highly valuable, as scientific questions can often be applied to entrepreneurial contexts.Especially in disciplines such as medicine, the use of AI methods can enable significant advancements.As experts in the fields of AI and data science, we have the opportunity to apply [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-wide-page-header","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"class_list":["post-5795","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Research &amp; Publications - singularIT<\/title>\n<meta name=\"description\" content=\"Through the fusion of science and practice, we are making groundbreaking progress. Here you can find some of our publications.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.singular-it.de\/en\/research-publications\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Research &amp; Publications - singularIT\" \/>\n<meta property=\"og:description\" content=\"Through the fusion of science and practice, we are making groundbreaking progress. Here you can find some of our publications.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.singular-it.de\/en\/research-publications\" \/>\n<meta property=\"og:site_name\" content=\"singularIT\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-19T11:13:51+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en\\\/research-publications\",\"url\":\"https:\\\/\\\/www.singular-it.de\\\/en\\\/research-publications\",\"name\":\"Research &amp; Publications - singularIT\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en#website\"},\"datePublished\":\"2023-11-08T15:35:00+00:00\",\"dateModified\":\"2025-12-19T11:13:51+00:00\",\"description\":\"Through the fusion of science and practice, we are making groundbreaking progress. Here you can find some of our publications.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en\\\/research-publications#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.singular-it.de\\\/en\\\/research-publications\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en\\\/research-publications#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\\\/\\\/www.singular-it.de\\\/en\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Research &amp; Publications\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en#website\",\"url\":\"https:\\\/\\\/www.singular-it.de\\\/en\",\"name\":\"singularIT\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.singular-it.de\\\/en?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en#organization\",\"name\":\"singularIT GmbH\",\"url\":\"https:\\\/\\\/www.singular-it.de\\\/en\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.singular-it.de\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/singularIT_Logo_Transparent.png\",\"contentUrl\":\"https:\\\/\\\/www.singular-it.de\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/singularIT_Logo_Transparent.png\",\"width\":1920,\"height\":2158,\"caption\":\"singularIT GmbH\"},\"image\":{\"@id\":\"https:\\\/\\\/www.singular-it.de\\\/en#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.instagram.com\\\/singularit_de\\\/\",\"https:\\\/\\\/de.linkedin.com\\\/company\\\/singularit-gmbh\",\"https:\\\/\\\/www.kununu.com\\\/de\\\/singularit2\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Research &amp; Publications - singularIT","description":"Through the fusion of science and practice, we are making groundbreaking progress. Here you can find some of our publications.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.singular-it.de\/en\/research-publications","og_locale":"en_US","og_type":"article","og_title":"Research &amp; Publications - singularIT","og_description":"Through the fusion of science and practice, we are making groundbreaking progress. Here you can find some of our publications.","og_url":"https:\/\/www.singular-it.de\/en\/research-publications","og_site_name":"singularIT","article_modified_time":"2025-12-19T11:13:51+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.singular-it.de\/en\/research-publications","url":"https:\/\/www.singular-it.de\/en\/research-publications","name":"Research &amp; Publications - singularIT","isPartOf":{"@id":"https:\/\/www.singular-it.de\/en#website"},"datePublished":"2023-11-08T15:35:00+00:00","dateModified":"2025-12-19T11:13:51+00:00","description":"Through the fusion of science and practice, we are making groundbreaking progress. Here you can find some of our publications.","breadcrumb":{"@id":"https:\/\/www.singular-it.de\/en\/research-publications#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.singular-it.de\/en\/research-publications"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.singular-it.de\/en\/research-publications#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/www.singular-it.de\/en"},{"@type":"ListItem","position":2,"name":"Research &amp; Publications"}]},{"@type":"WebSite","@id":"https:\/\/www.singular-it.de\/en#website","url":"https:\/\/www.singular-it.de\/en","name":"singularIT","description":"","publisher":{"@id":"https:\/\/www.singular-it.de\/en#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.singular-it.de\/en?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.singular-it.de\/en#organization","name":"singularIT GmbH","url":"https:\/\/www.singular-it.de\/en","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.singular-it.de\/en#\/schema\/logo\/image\/","url":"https:\/\/www.singular-it.de\/wp-content\/uploads\/2023\/11\/singularIT_Logo_Transparent.png","contentUrl":"https:\/\/www.singular-it.de\/wp-content\/uploads\/2023\/11\/singularIT_Logo_Transparent.png","width":1920,"height":2158,"caption":"singularIT GmbH"},"image":{"@id":"https:\/\/www.singular-it.de\/en#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.instagram.com\/singularit_de\/","https:\/\/de.linkedin.com\/company\/singularit-gmbh","https:\/\/www.kununu.com\/de\/singularit2"]}]}},"_links":{"self":[{"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/pages\/5795","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/comments?post=5795"}],"version-history":[{"count":8,"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/pages\/5795\/revisions"}],"predecessor-version":[{"id":6416,"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/pages\/5795\/revisions\/6416"}],"wp:attachment":[{"href":"https:\/\/www.singular-it.de\/en\/wp-json\/wp\/v2\/media?parent=5795"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}