{"id":28,"date":"2016-01-11T08:31:38","date_gmt":"2016-01-11T08:31:38","guid":{"rendered":"http:\/\/semisupervised-learning.compute.dtu.dk\/?page_id=28"},"modified":"2016-08-02T07:47:51","modified_gmt":"2016-08-02T07:47:51","slug":"program","status":"publish","type":"page","link":"http:\/\/semisupervised-learning.compute.dtu.dk\/?page_id=28","title":{"rendered":"Program"},"content":{"rendered":"<p>Preliminary program. Click the picture for\u00a0a larger view.<\/p>\n<p>Update: The bus\u00a0leaves at 9.30 Monday, and we will be back Friday around 15.00.<br \/>\n<a href=\"https:\/\/semisupervised-learning.compute.dtu.dk\/wp-content\/uploads\/2016\/01\/Schedule_2016-3.pdf\" rel=\"attachment wp-att-158\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-158\" src=\"https:\/\/semisupervised-learning.compute.dtu.dk\/wp-content\/uploads\/2016\/01\/Schedule_2016-3.png\" alt=\"Schedule_2016-3\" width=\"608\" height=\"859\" srcset=\"http:\/\/semisupervised-learning.compute.dtu.dk\/wp-content\/uploads\/2016\/01\/Schedule_2016-3.png 608w, http:\/\/semisupervised-learning.compute.dtu.dk\/wp-content\/uploads\/2016\/01\/Schedule_2016-3-212x300.png 212w\" sizes=\"auto, (max-width: 608px) 100vw, 608px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h3><strong>Topics covered:<\/strong><\/h3>\n<h5><strong>Lars Kai Hansen: Classics of semi-supervised learning<\/strong><\/h5>\n<ul>\n<li>Exponential convergence in mixture models with known input distribution (Castelli-Cover result)<\/li>\n<li>Co-training\u00a0 (Blum, Mitchell)<\/li>\n<li>Kernel methods (clustering hypothesis, label propagation)<\/li>\n<li>Bayesian methods for principled integration of generative and discriminative models (Minka, Bishop Laserre)<\/li>\n<\/ul>\n<h5><strong>Serge Belongie: Learning perceptual embeddings with triplet based comparisons<\/strong><\/h5>\n<ul>\n<li>Learning Concept Embeddings<\/li>\n<li>t-Stochastic Triplet Embedding (t-STE)<\/li>\n<li>Crowd Kernel Learning (CKL)<\/li>\n<li>Siamese Networks<\/li>\n<\/ul>\n<h5><strong>Marco Loog: Minimax and projection estimators for semi-supervised learning<\/strong><\/h5>\n<ul>\n<li>EM, self-learning, and assumptions in SSL<\/li>\n<li>Safety, Contrast, and Pessimism<\/li>\n<\/ul>\n<h5><strong>Ole Winther: Variational auto-encoders and their application to semi-supervised learning<\/strong><\/h5>\n<p>&nbsp;<\/p>\n<p>For reading material go to: webpage.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Preliminary program. Click the picture for\u00a0a larger view. Update: The bus\u00a0leaves at 9.30 Monday, and we will be back Friday around 15.00. &nbsp; Topics covered: Lars Kai Hansen: Classics of semi-supervised learning Exponential convergence in mixture models with known input distribution (Castelli-Cover result) Co-training\u00a0 (Blum, Mitchell) Kernel methods (clustering hypothesis, label propagation) Bayesian methods for &hellip; <a href=\"http:\/\/semisupervised-learning.compute.dtu.dk\/?page_id=28\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Program<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-28","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=\/wp\/v2\/pages\/28","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=28"}],"version-history":[{"count":16,"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=\/wp\/v2\/pages\/28\/revisions"}],"predecessor-version":[{"id":160,"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=\/wp\/v2\/pages\/28\/revisions\/160"}],"wp:attachment":[{"href":"http:\/\/semisupervised-learning.compute.dtu.dk\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=28"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}