{"id":30776,"date":"2021-06-16T09:10:55","date_gmt":"2021-06-16T13:10:55","guid":{"rendered":"https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/"},"modified":"2022-09-08T12:05:55","modified_gmt":"2022-09-08T16:05:55","slug":"ams-seminar-w-houman-owhadi-caltech-on-zoom","status":"publish","type":"tribe_events","link":"https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/","title":{"rendered":"AMS Seminar w\/ Houman Owhadi (Caltech) on Zoom"},"content":{"rendered":"<p>Title: On learning kernels for numerical approximation and learning.<br \/>\nAbstract: There is a growing interest in solving numerical approximation problems as learning problems. Popular approaches can be divided into (1) Kernel methods, and (2) methods based on variants of Artificial Neural Networks. We illustrate the importance of using adapted kernels in kernel methods and discuss strategies for learning kernels from data.\u00a0 We show how ANN methods can be formulated and analyzed as (1) kernel methods with warping kernels learned from data, and (2) discretized solvers for a generalization of image registration algorithms in which images are replaced by high dimensional shapes.<\/p>\n<p>Here is the recording for the meeting:<br \/>\nhttps:\/\/wse.zoom.us\/rec\/share\/icMPFsgd_Rsz0AK_w2SyxmXmtZ1LXnbJ7btTerUEERXVsMzqRIyMJ2_KqhD2IMWf.hvESTcAWBjAAwdg6<br \/>\nPasscode: ?tW.6T+%<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Title: On learning kernels for numerical approximation and learning. Abstract: There is a growing interest in solving numerical approximation problems as learning problems. Popular approaches can be divided into (1)&hellip;<\/p>\n","protected":false},"author":3,"featured_media":0,"template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"","_tribe_events_status":"","_tribe_events_status_reason":"","footnotes":""},"tags":[],"tribe_events_cat":[260],"class_list":["post-30776","tribe_events","type-tribe_events","status-publish","hentry","tribe_events_cat-seminars-and-endowed-lectures","cat_seminars-and-endowed-lectures"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AMS Seminar w\/ Houman Owhadi (Caltech) on Zoom | Department of Applied Mathematics and Statistics<\/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:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AMS Seminar w\/ Houman Owhadi (Caltech) on Zoom | Department of Applied Mathematics and Statistics\" \/>\n<meta property=\"og:description\" content=\"Title: On learning kernels for numerical approximation and learning. Abstract: There is a growing interest in solving numerical approximation problems as learning problems. 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Popular approaches can be divided into (1)&hellip;","og_url":"https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/","og_site_name":"Department of Applied Mathematics and Statistics","article_modified_time":"2022-09-08T16:05:55+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/","url":"https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/","name":"AMS Seminar w\/ Houman Owhadi (Caltech) on Zoom | Department of Applied Mathematics and Statistics","isPartOf":{"@id":"https:\/\/engineering.jhu.edu\/ams\/#website"},"datePublished":"2021-06-16T13:10:55+00:00","dateModified":"2022-09-08T16:05:55+00:00","breadcrumb":{"@id":"https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/engineering.jhu.edu\/ams\/event\/ams-seminar-w-houman-owhadi-caltech-on-zoom\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/engineering.jhu.edu\/ams\/"},{"@type":"ListItem","position":2,"name":"Events","item":"https:\/\/engineering.jhu.edu\/ams\/events\/"},{"@type":"ListItem","position":3,"name":"AMS Seminar w\/ Houman Owhadi (Caltech) on Zoom"}]},{"@type":"WebSite","@id":"https:\/\/engineering.jhu.edu\/ams\/#website","url":"https:\/\/engineering.jhu.edu\/ams\/","name":"Hopkins Applied Math & Statistics","description":"Department of Applied Mathematics and Statistics","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/engineering.jhu.edu\/ams\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Department of Applied Mathematics and Statistics","distributor_original_site_url":"https:\/\/engineering.jhu.edu\/ams","push-errors":false,"_links":{"self":[{"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/tribe_events\/30776","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/tribe_events"}],"about":[{"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/types\/tribe_events"}],"author":[{"embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/users\/3"}],"version-history":[{"count":2,"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/tribe_events\/30776\/revisions"}],"predecessor-version":[{"id":42618,"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/tribe_events\/30776\/revisions\/42618"}],"wp:attachment":[{"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/media?parent=30776"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/tags?post=30776"},{"taxonomy":"tribe_events_cat","embeddable":true,"href":"https:\/\/engineering.jhu.edu\/ams\/wp-json\/wp\/v2\/tribe_events_cat?post=30776"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}