{"id":254,"date":"2021-09-17T12:00:00","date_gmt":"2021-09-17T12:00:00","guid":{"rendered":"https:\/\/michaelkamp.org\/2021\/09\/17\/approaches-to-uncertainty-quantification-in-federated-deep-learning\/"},"modified":"2021-09-17T12:00:00","modified_gmt":"2021-09-17T12:00:00","slug":"approaches-to-uncertainty-quantification-in-federated-deep-learning","status":"publish","type":"post","link":"https:\/\/michaelkamp.org\/?p=254","title":{"rendered":"Approaches to Uncertainty Quantification in Federated Deep Learning"},"content":{"rendered":"<p><div class=\"tp_single_publication\"><span class=\"tp_single_author\">Florian Linsner, Linara Adilova, Sina D\u00e4ubener, Michael Kamp, Asja Fischer: <\/span> <span class=\"tp_single_title\">Approaches to Uncertainty Quantification in Federated Deep Learning<\/span>. <span class=\"tp_single_additional\"><span class=\"tp_pub_additional_booktitle\">Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2021, <\/span><span class=\"tp_pub_additional_volume\">vol. 2, <\/span><span class=\"tp_pub_additional_publisher\">Springer, <\/span><span class=\"tp_pub_additional_year\">2021<\/span>.<\/span><\/div><!--more--><\/p>\n<h2 class=\"tp_abstract\">Abstract<\/h2><p class=\"tp_abstract\"><\/p>\n<h2 class=\"tp_links\">Links<\/h2><p class=\"tp_abstract\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/michaelkamp.org\/wp-content\/uploads\/2022\/04\/federatedUncertainty.pdf\" title=\"https:\/\/michaelkamp.org\/wp-content\/uploads\/2022\/04\/federatedUncertainty.pdf\" target=\"_blank\">https:\/\/michaelkamp.org\/wp-content\/uploads\/2022\/04\/federatedUncertainty.pdf<\/a><\/li><\/ul><\/p>\n<h2 class=\"tp_bibtex\">BibTeX (<a href=\"https:\/\/michaelkamp.org?feed=tp_pub_bibtex&amp;key=linsner2021uncertainty\">Download<\/a>)<\/h2><pre class=\"tp_bibtex\">@workshop{linsner2021uncertainty,\r\ntitle = {Approaches to Uncertainty Quantification in Federated Deep Learning},\r\nauthor = {Florian Linsner and Linara Adilova and Sina D\u00e4ubener and Michael Kamp and Asja Fischer},\r\nurl = {https:\/\/michaelkamp.org\/wp-content\/uploads\/2022\/04\/federatedUncertainty.pdf},\r\nyear  = {2021},\r\ndate = {2021-09-17},\r\nurldate = {2021-09-17},\r\nbooktitle = {Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2021},\r\nissuetitle = {Workshop on Parallel, Distributed, and Federated Learning},\r\nvolume = {2},\r\npages = {128-145},\r\npublisher = {Springer},\r\nkeywords = {federated learning, uncertainty},\r\npubstate = {published},\r\ntppubtype = {workshop}\r\n}\r\n<\/pre>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[12,22],"class_list":["post-254","post","type-post","status-publish","format-standard","hentry","category-publications","tag-federated-learning","tag-uncertainty"],"_links":{"self":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts\/254","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=254"}],"version-history":[{"count":0,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts\/254\/revisions"}],"wp:attachment":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=254"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=254"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=254"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}