{"id":58,"date":"2005-04-06T15:50:53","date_gmt":"2005-04-06T21:50:53","guid":{"rendered":"\/?p=58"},"modified":"2005-04-07T09:17:53","modified_gmt":"2005-04-07T15:17:53","slug":"no-regret-for-robots","status":"publish","type":"post","link":"https:\/\/hunch.net\/?p=58","title":{"rendered":"Structured Regret Minimization"},"content":{"rendered":"<p>Geoff Gordon made an interesting presentation at the <a href=\"http:\/\/snowbird.djvuzone.org\/\">snowbird learning workshop<\/a> discussing the use of no-regret algorithms for the use of several robot-related learning problems.    There seems to be a draft <a href=\"http:\/\/www-2.cs.cmu.edu\/~ggordon\/ggordon.no-regret-draft.pdf\">here<\/a>.  This seems interesting in two ways:<\/p>\n<ol>\n<li><strong>Drawback Removal<\/strong> One of the significant problems with these online algorithms is that they can&#8217;t cope with structure very easily.  This drawback is addressed for certain structures.<\/li>\n<li><strong>Experiments<\/strong> One criticism of such algorithms is that they are too &#8220;worst case&#8221;.   Several experiments suggest that protecting yourself against this worst case does not necessarily incur a great loss.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Geoff Gordon made an interesting presentation at the snowbird learning workshop discussing the use of no-regret algorithms for the use of several robot-related learning problems. There seems to be a draft here. This seems interesting in two ways: Drawback Removal One of the significant problems with these online algorithms is that they can&#8217;t cope with &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/hunch.net\/?p=58\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Structured Regret Minimization&#8221;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,18],"tags":[],"class_list":["post-58","post","type-post","status-publish","format-standard","hentry","category-online","category-papers"],"_links":{"self":[{"href":"https:\/\/hunch.net\/index.php?rest_route=\/wp\/v2\/posts\/58","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hunch.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hunch.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hunch.net\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/hunch.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=58"}],"version-history":[{"count":0,"href":"https:\/\/hunch.net\/index.php?rest_route=\/wp\/v2\/posts\/58\/revisions"}],"wp:attachment":[{"href":"https:\/\/hunch.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=58"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hunch.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=58"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hunch.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=58"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}