{"id":191948,"date":"2014-12-10T00:00:00","date_gmt":"2015-02-11T12:30:07","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/msr-research-item\/nips-spotlight-session-8-gp-kernal-sampling-and-classification-spotlights\/"},"modified":"2025-08-04T20:42:23","modified_gmt":"2025-08-05T03:42:23","slug":"nips-spotlight-session-8-gp-kernal-sampling-and-classification-spotlights","status":"publish","type":"msr-video","link":"https:\/\/www.microsoft.com\/en-us\/research\/video\/nips-spotlight-session-8-gp-kernal-sampling-and-classification-spotlights\/","title":{"rendered":"NIPS: Spotlight Session 8 &#8211; GP, Kernal, Sampling,  and Classification Spotlights"},"content":{"rendered":"<div class=\"asset-content\">\n<p>G. Patrini, R. Nock, T. Caetano, P. Rivera<br \/>\n(Almost) No Label No Cry\n<\/p>\n<p>O. Koyejo, N. Natarajan, P. Ravikumar, I. Dhillon<br \/>\nConsistent Binary Classification with Generalized Performance Metrics\n<\/p>\n<p>D. Steinberg, E. Bonilla<br \/>\nExtended and Unscented Gaussian Processes\n<\/p>\n<p>M. Titsias, C. Yau<br \/>\nHamming Ball Auxiliary Sampling for Factorial Hidden Markov Models\n<\/p>\n<p>M. Ha Quang, M. San Biagio, V. Murino<br \/>\nLog-Hilbert-Schmidt metric between positive definite operators on Hilbert spaces\n<\/p>\n<p>A. Liu, B. Ziebart<br \/>\nRobust Classification Under Sample Selection Bias\n<\/p>\n<p>T. Bui, R. Turner<br \/>\nTree-structured Gaussian Process Approximations <\/p>\n<\/div>\n<p><!-- .asset-content --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>G. Patrini, R. Nock, T. Caetano, P. Rivera (Almost) No Label No Cry O. Koyejo, N. Natarajan, P. Ravikumar, I. Dhillon Consistent Binary Classification with Generalized Performance Metrics D. Steinberg, E. Bonilla Extended and Unscented Gaussian Processes M. Titsias, C. Yau Hamming Ball Auxiliary Sampling for Factorial Hidden Markov Models M. Ha Quang, M. San [&hellip;]<\/p>\n","protected":false},"featured_media":198873,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_hide_image_in_river":null,"footnotes":""},"research-area":[13556],"msr-video-type":[],"msr-locale":[268875],"msr-post-option":[],"msr-session-type":[],"msr-impact-theme":[],"msr-pillar":[],"msr-episode":[],"msr-research-theme":[],"class_list":["post-191948","msr-video","type-msr-video","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-en_us"],"msr_download_urls":"","msr_external_url":"https:\/\/youtu.be\/1mRTy9lGP0o","msr_secondary_video_url":"","msr_video_file":"http:\/\/0","_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/191948","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-video"}],"version-history":[{"count":1,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/191948\/revisions"}],"predecessor-version":[{"id":1146585,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/191948\/revisions\/1146585"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/198873"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=191948"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=191948"},{"taxonomy":"msr-video-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video-type?post=191948"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=191948"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=191948"},{"taxonomy":"msr-session-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-session-type?post=191948"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=191948"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=191948"},{"taxonomy":"msr-episode","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-episode?post=191948"},{"taxonomy":"msr-research-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-research-theme?post=191948"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}