{"id":403,"date":"2019-10-02T17:07:39","date_gmt":"2019-10-02T15:07:39","guid":{"rendered":"http:\/\/www.evostar.org\/2020\/?page_id=403"},"modified":"2020-11-03T17:55:38","modified_gmt":"2020-11-03T16:55:38","slug":"eml","status":"publish","type":"page","link":"http:\/\/www.evostar.org\/2021\/evoapps\/eml\/","title":{"rendered":"Evolutionary Machine Learning"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.evostar.org\/2021\/wp-content\/uploads\/2020\/07\/evo2021_web_banners_evoapps_ss_eml-1024x742.png\" alt=\"\" class=\"wp-image-1427\" width=\"512\" height=\"371\" srcset=\"http:\/\/www.evostar.org\/2021\/wp-content\/uploads\/2020\/07\/evo2021_web_banners_evoapps_ss_eml-1024x742.png 1024w, http:\/\/www.evostar.org\/2021\/wp-content\/uploads\/2020\/07\/evo2021_web_banners_evoapps_ss_eml-300x217.png 300w, http:\/\/www.evostar.org\/2021\/wp-content\/uploads\/2020\/07\/evo2021_web_banners_evoapps_ss_eml-768x556.png 768w, http:\/\/www.evostar.org\/2021\/wp-content\/uploads\/2020\/07\/evo2021_web_banners_evoapps_ss_eml-1536x1113.png 1536w, http:\/\/www.evostar.org\/2021\/wp-content\/uploads\/2020\/07\/evo2021_web_banners_evoapps_ss_eml-2048x1484.png 2048w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/figure>\n\n\n<p>The Special Session on Evolutionary Machine Learning (EML) of Evo Apps will provide a specialized forum of discussion and exchange of information for researchers interested in exploring approaches that combine nature and nurture, with the long-term goal of evolving Artificial Intelligence (AI).<\/p>\n\n\n<p>Giving response to the growing interest in the area, and consequent advances of the state-of-the-art, the special session covers theoretical and practical advances on the combination of Evolutionary Computation (EC) and Machine Learning (ML) techniques.<\/p>\n\n\n\n<p>Download the <a href=\"http:\/\/www.evostar.org\/2021\/wp-content\/uploads\/2020\/11\/evo2021_evoapps_special_sessions_flyers_eml_extended_deadline_02_11_2020.pdf\">flyer in PDF here<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Topics of Interest<\/h2>\n\n\n\n<p>Topics of interest include, but are not limited to:<\/p>\n\n\n\n<ul><li>EC as an ML technique: Using EC to solve typical ML tasks such as Classification or Clustering<\/li><li>EC applied ML algorithms: Neuroevolution, Feature Selection, Feature Engineering, Evolutionary Adversarial Models<\/li><li>ML applied to EC: Surrogate-model design by ML for EC, Learning Problem Structure, ML for Diversity, Designing Search Strategies, Predicting Promising Regions, Using ML to Decrease Computational Effort<\/li><li>Real world applications issues: EC for Fairness, Robustness, Trustworthiness and Explainability; Green EML<\/li><li>Emerging topics: EC for AutoML; EC for Transfer Learning; EC for Multitasking; Evolving Learning Functions, Neurons and Linkage; EC for Verification and Validation of ML<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Organizers<\/strong><\/h2>\n\n\n\n<p>Penousal Machado<br>Wolfgang Banzhaf<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Special Session on Evolutionary Machine Learning (EML) of Evo Apps will provide a specialized forum of discussion and exchange of information for researchers interested in exploring approaches that combine nature and nurture, with the long-term goal of evolving Artificial Intelligence (AI). Giving response to the growing interest in the area, and consequent advances of [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":0,"parent":80,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-notitle.php","meta":{"footnotes":""},"_links":{"self":[{"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/pages\/403"}],"collection":[{"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/comments?post=403"}],"version-history":[{"count":16,"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/pages\/403\/revisions"}],"predecessor-version":[{"id":1593,"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/pages\/403\/revisions\/1593"}],"up":[{"embeddable":true,"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/pages\/80"}],"wp:attachment":[{"href":"http:\/\/www.evostar.org\/2021\/wp-json\/wp\/v2\/media?parent=403"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}