{"id":1336,"date":"2024-08-21T10:41:03","date_gmt":"2024-08-21T08:41:03","guid":{"rendered":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/?p=1336"},"modified":"2024-08-21T10:41:03","modified_gmt":"2024-08-21T08:41:03","slug":"seminar-numerical-analysis-with-deep-neural-networks","status":"publish","type":"post","link":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/2024\/08\/21\/seminar-numerical-analysis-with-deep-neural-networks\/","title":{"rendered":"Seminar: Numerical Analysis with Deep Neural Networks"},"content":{"rendered":"<h1>Numerical Analysis with Deep Neural Networks<\/h1>\n<p><strong><b class=\"moz-txt-star\">Prof. Yuesheng Xu<br \/>\n<\/b><\/strong>Old Dominion University and Syracuse University, USA<\/p>\n<p><strong>Abstract<\/strong><\/p>\n<p>This four-talk lecture sequence aims to introduce numerical analysis with deep neural networks. Traditional function classes used in numerical analysis include polynomials, trigonometric polynomials, splines, finite elements, wavelets, and kernels. Deep neural networks were recently employed in numerical analysis as a class of approximation functions, demonstrating advantages over traditional function classes. These talks will cover the following topics:<\/p>\n<ol>\n<li>Deep neural network representation of a function<\/li>\n<li>\u00a0Optimization problems that learn a neural network<\/li>\n<li>Adaptive solutions of integral equations with deep neural networks<\/li>\n<li>Adaptive solutions of partial differential equations with deep neural networks.<\/li>\n<\/ol>\n<p><strong>Schedule<\/strong><\/p>\n<p>September 12nd, 9.30-11.30 Aula A<br \/>\nSeptember 13nd, 9.30-11.30 Aula A<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Numerical Analysis with Deep Neural Networks Prof. Yuesheng Xu Old Dominion University and Syracuse University, USA Abstract This four-talk lecture sequence aims to introduce numerical analysis with deep neural networks. Traditional function classes used in numerical analysis include polynomials, trigonometric polynomials, splines, finite elements, wavelets, and kernels. Deep neural networks were recently employed in numerical analysis as a class of approximation functions, demonstrating advantages over traditional function classes. These talks will cover the following topics: Deep neural network representation of a function \u00a0Optimization problems that learn a neural network Adaptive solutions of integral equations with deep neural networks Adaptive solutions <a href='https:\/\/dottorati.unica.it\/matematicaeinformatica\/2024\/08\/21\/seminar-numerical-analysis-with-deep-neural-networks\/' class='excerpt-more'>[&#8230;]<\/a><\/p>\n","protected":false},"author":244,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,11,10],"tags":[],"class_list":["post-1336","post","type-post","status-publish","format-standard","hentry","category-dipartimento-matematica-informatica","category-dottorato-matematica-informatica","category-events","category-9-id","category-11-id","category-10-id","post-seq-1","post-parity-odd","meta-position-corners","fix"],"_links":{"self":[{"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/posts\/1336","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/users\/244"}],"replies":[{"embeddable":true,"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/comments?post=1336"}],"version-history":[{"count":1,"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/posts\/1336\/revisions"}],"predecessor-version":[{"id":1337,"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/posts\/1336\/revisions\/1337"}],"wp:attachment":[{"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/media?parent=1336"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/categories?post=1336"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dottorati.unica.it\/matematicaeinformatica\/wp-json\/wp\/v2\/tags?post=1336"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}