{"id":48551,"date":"2023-10-25T13:56:01","date_gmt":"2023-10-25T11:56:01","guid":{"rendered":"https:\/\/www.h-its.org\/de\/?post_type=tribe_events&#038;p=48551"},"modified":"2026-01-26T11:05:27","modified_gmt":"2026-01-26T10:05:27","slug":"colloquium-laura-maria-sangalli","status":"publish","type":"tribe_events","link":"https:\/\/www.h-its.org\/de\/event\/colloquium-laura-maria-sangalli\/","title":{"rendered":"Kolloquium Laura Maria Sangalli: Physics-Informed Spatial and Functional Data Analysis over non-Euclidean Domains"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p>By<a href=\"https:\/\/sangalli.faculty.polimi.it\/\"> Laura Maria Sangalli<\/a>, MOX &#8211; Dipartimento di Matematica, Politecnico di Milano, Italy<\/p>\n<p>&nbsp;<\/p>\n<p>Recent years have seen an explosive growth in the recording of increasingly complex and high-dimensional data, whose analysis calls for the definition of new methods, merging ideas and approaches from statistics and applied mathematics. My talk will focus on spatial and functional data observed over non-Euclidean domains, such as linear networks, two-dimensional Riemannian\u00a0manifolds and non-convex volumes. I will present an innovative class of methods, based on regularizing terms involving Partial Differential Equations (PDEs), defined over the complex domains being considered. These Physics-Informed statistical learning methods enable the inclusion of the available problem specific information, suitably encoded in the regularizing PDE. Illustrative applications from environmental and life sciences will be presented.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>REGISTRATION:<\/strong><\/p>\n<article>The talk will be hybrid.<\/article>\n<article>If you would like to participate online, please register in advance <a href=\"https:\/\/kta-email.zoom.us\/meeting\/register\/tJAudeqsrD0qEtSB7uTmH_KktnPo-Y42pBPX\">here<\/a>.<\/article>\n<article><\/article>\n<article><\/article>\n<article><\/article>\n<article>After registering, you will receive a confirmation email containing information about joining the meeting.<\/article>\n<article><\/article>\n<article><\/article>\n<article>In case you are not able to attend, you can watch the talk afterwards on the HITS YouTube channel:\u00a0<a href=\"https:\/\/www.youtube.com\/user\/TheHITSters\" target=\"_blank\" rel=\"noopener noreferrer\" data-fancybox-group=\"fb_gallery_0_0\">https:\/\/www.youtube.com\/user\/TheHITSters<\/a>.<\/article>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; By Laura Maria Sangalli, MOX &#8211; Dipartimento di Matematica, Politecnico di Milano, Italy &nbsp; Recent years have seen an explosive growth &#8230;<\/p>\n","protected":false},"author":42,"featured_media":48556,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"_tribe_events_status":"","_tribe_events_status_reason":"","footnotes":""},"tags":[],"hits-research-group":[1285,1319],"tribe_events_cat":[1345,1408],"class_list":["post-48551","tribe_events","type-tribe_events","status-publish","has-post-thumbnail","hentry","hits-research-group-cst-de","hits-research-group-hits","tribe_events_cat-oeffentliche-veranstaltungen","tribe_events_cat-kolloquien","cat_oeffentliche-veranstaltungen","cat_kolloquien"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Kolloquium Laura Maria Sangalli: Physics-Informed Spatial and Functional Data Analysis over non-Euclidean Domains - HITS gGmbH<\/title>\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.h-its.org\/de\/event\/colloquium-laura-maria-sangalli\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kolloquium Laura Maria Sangalli: Physics-Informed Spatial and Functional Data Analysis over non-Euclidean Domains - HITS gGmbH\" \/>\n<meta property=\"og:description\" content=\"&nbsp; 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