{"640549":{"#nid":"640549","#data":{"type":"event","title":"Ph.D. Proposal Oral Exam - Jun Qi","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003ETitle:\u0026nbsp; \u003C\/strong\u003E\u003Cem\u003ETheoretical Error Performance Analysis for Deep Neural Networks based Regression Functional Approximation\u003C\/em\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ECommittee:\u0026nbsp; \u003C\/strong\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Lee, Advisor\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Ma, Co-Advisor\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Anderson, Chair\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Romberg\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Juang\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EThe objective of the proposed research is to exploit statistical learning and nonconvex optimization to analyze deep neural network (DNN) based vector-tovector regression by providing DNN with upper bounds on representation and generalization powers.\u003C\/p\u003E\r\n","summary":null,"format":"limited_html"}],"field_subtitle":"","field_summary":"","field_summary_sentence":[{"value":"Theoretical Error Performance Analysis for Deep Neural Networks based Regression Functional Approximation"}],"uid":"28475","created_gmt":"2020-10-23 21:06:06","changed_gmt":"2020-11-05 20:17:55","author":"Daniela Staiculescu","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2020-11-03T09:00:00-05:00","event_time_end":"2020-11-03T11:00:00-05:00","event_time_end_last":"2020-11-03T11:00:00-05:00","gmt_time_start":"2020-11-03 14:00:00","gmt_time_end":"2020-11-03 16:00:00","gmt_time_end_last":"2020-11-03 16:00:00","rrule":null,"timezone":"America\/New_York"},"extras":[],"groups":[{"id":"434371","name":"ECE Ph.D. Proposal Oral Exams"}],"categories":[],"keywords":[{"id":"102851","name":"Phd proposal"},{"id":"1808","name":"graduate students"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1788","name":"Other\/Miscellaneous"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}}}