{"id":152,"date":"2024-10-24T15:01:15","date_gmt":"2024-10-24T14:01:15","guid":{"rendered":"https:\/\/wp.lancs.ac.uk\/colab\/?p=152"},"modified":"2025-03-13T15:03:42","modified_gmt":"2025-03-13T15:03:42","slug":"automatic-on-line-configuration-of-multi-arm-bandit-algorithms","status":"publish","type":"post","link":"https:\/\/wp.lancs.ac.uk\/colab\/2024\/10\/24\/automatic-on-line-configuration-of-multi-arm-bandit-algorithms\/","title":{"rendered":"Automatic On-line Configuration of Multi-Arm Bandit Algorithms"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/wp.lancs.ac.uk\/colab\/files\/2025\/03\/dynamicMAB.png\" alt=\"\" width=\"630\" height=\"309\" class=\"aligncenter size-full wp-image-153\" srcset=\"https:\/\/wp.lancs.ac.uk\/colab\/files\/2025\/03\/dynamicMAB.png 630w, https:\/\/wp.lancs.ac.uk\/colab\/files\/2025\/03\/dynamicMAB-300x147.png 300w\" sizes=\"auto, (max-width: 630px) 100vw, 630px\" \/><\/p>\n<p>We presented at the European Conference on Artificial Intelligence (ECAI) our work &#8220;An Online Incremental Learning Approach for Configuring Multi-arm Bandits Algorithms&#8221;. Our approach employs Bayesian optimisation in an on-line way to dynamically adapt the hyper-parameters of multi-arm bandit algorithms. We are interested in uncertain and dynamic environments, such as on-line web server optimisation. Our paper can be found <a href=\"https:\/\/www.research.lancs.ac.uk\/portal\/services\/downloadRegister\/417216183\/m2033.pdf\">here<\/a>, and our source code is on <a href=\"https:\/\/github.com\/lsmcolab\/DBO-MAB\/tree\/master\">Github<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We presented at the European Conference on Artificial Intelligence (ECAI) our work &#8220;An Online Incremental Learning Approach for Configuring Multi-arm Bandits Algorithms&#8221;. Our approach employs Bayesian optimisation in an on-line way to dynamically adapt the hyper-parameters of multi-arm bandit algorithms. We are interested in uncertain and dynamic environments, such as on-line web server optimisation. Our [&hellip;]<\/p>\n","protected":false},"author":1432,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-152","post","type-post","status-publish","format-standard","hentry","category-news"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts\/152","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/users\/1432"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/comments?post=152"}],"version-history":[{"count":1,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts\/152\/revisions"}],"predecessor-version":[{"id":154,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts\/152\/revisions\/154"}],"wp:attachment":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/media?parent=152"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/categories?post=152"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/tags?post=152"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}