{"521871":{"#nid":"521871","#data":{"type":"event","title":"Ph.D. Proposal Oral Exam - Jason Zutty","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003ETitle:\u0026nbsp; \u003C\/strong\u003E\u003Cem\u003ECreating Human-competitive Algorithms using Multiple Objective Vector-based Genetic Programming\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003ECommittee:\u0026nbsp; \u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003EDr. T. Michaels, Advisor\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EDr. Bennett, Chair\u003C\/p\u003E\u003Cp\u003EDr. J. Michaels\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EThe objective of the proposed research is to increase the Georgia Tech Multiple Objective Evolutionary Programming (GTMOEP) framework\u0027s capabilities by seeking methods to reduce compute time and produce solutions in fewer evaluations. In order to reduce the number of individuals needed to reach optimal solutions we seek methods that will increase the viability of offspring. The ideas proposed here include the concept of a fuzzy Pareto front, identifying species in the population, strategic selection of data for evolution, and techniques for working with larger numbers of objectives. We would also like to demonstrate performance on a time domain or spatial domain problem, showcasing GTMOEPs capability to create and leverage features from higher dimensional data.\u003C\/p\u003E","summary":null,"format":"limited_html"}],"field_subtitle":"","field_summary":"","field_summary_sentence":[{"value":"ECE Proposal Oral Exam"}],"uid":"28475","created_gmt":"2016-04-05 17:44:01","changed_gmt":"2016-10-08 02:17:21","author":"Daniela Staiculescu","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2016-04-25T14:00:00-04:00","event_time_end":"2016-04-25T14:00:00-04:00","event_time_end_last":"2016-04-25T14:00:00-04:00","gmt_time_start":"2016-04-25 18:00:00","gmt_time_end":"2016-04-25 18:00:00","gmt_time_end_last":"2016-04-25 18:00:00","rrule":null,"timezone":"America\/New_York"},"extras":[],"groups":[{"id":"434371","name":"ECE Ph.D. Proposal Oral Exams"}],"categories":[],"keywords":[{"id":"1808","name":"graduate students"},{"id":"102851","name":"Phd proposal"}],"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":""}}}