{"id":527,"date":"2018-03-26T17:07:30","date_gmt":"2018-03-26T17:07:30","guid":{"rendered":"http:\/\/web.eecs.umich.edu\/~girasole\/?p=527"},"modified":"2018-03-26T17:07:55","modified_gmt":"2018-03-26T17:07:55","slug":"monotonic-matrix-completion","status":"publish","type":"post","link":"https:\/\/web.eecs.umich.edu\/~girasole\/?p=527","title":{"rendered":"Monotonic Matrix Completion"},"content":{"rendered":"<p>Ravi Ganti and Rebecca Willett and I had a <a href=\"https:\/\/papers.nips.cc\/paper\/5916-matrix-completion-under-monotonic-single-index-models\">paper in NIPS 2015 called &#8220;Matrix Completion under Monotonic Single Index Models.&#8221;<\/a> We studied a matrix completion problem where a low-rank matrix is observed through a monotonic function applied to each entry. We developed a calibrated loss function that allowed a neat implementation and analysis. Now the code is available for public usage <a href=\"https:\/\/bitbucket.org\/gmravi2003\/mmc\">at this bitbucket link<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ravi Ganti and Rebecca Willett and I had a paper in NIPS 2015 called &#8220;Matrix Completion under Monotonic Single Index Models.&#8221; We studied a matrix completion problem where a low-rank matrix is observed through a monotonic function applied to each entry. We developed a calibrated loss function that allowed a neat implementation and analysis. Now [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[],"_links":{"self":[{"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=\/wp\/v2\/posts\/527"}],"collection":[{"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=527"}],"version-history":[{"count":1,"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=\/wp\/v2\/posts\/527\/revisions"}],"predecessor-version":[{"id":528,"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=\/wp\/v2\/posts\/527\/revisions\/528"}],"wp:attachment":[{"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=527"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=527"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/web.eecs.umich.edu\/~girasole\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=527"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}