{"id":505,"date":"2012-09-20T18:30:34","date_gmt":"2012-09-21T01:30:34","guid":{"rendered":"http:\/\/www.mii.ucla.edu\/causality\/?p=505"},"modified":"2012-09-20T18:30:34","modified_gmt":"2012-09-21T01:30:34","slug":"tutorial-slides-on-graphical-models-for-causal-inference","status":"publish","type":"post","link":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/2012\/09\/20\/tutorial-slides-on-graphical-models-for-causal-inference\/","title":{"rendered":"Tutorial slides on Graphical Models for Causal Inference"},"content":{"rendered":"<p>The slides used in a recent UAI tutorial on<br \/>\n&#8220;Graphical Models for Causal Inference&#8221; are now<br \/>\navailable for public view and public use.<br \/>\nclick on<\/p>\n<p><a href=\"http:\/\/ftp.cs.ucla.edu\/pub\/stat_ser\/uai12-mohan-pearl.pdf\">http:\/\/ftp.cs.ucla.edu\/pub\/stat_ser\/uai12-mohan-pearl.pdf<\/a><\/p>\n<p>The slides were prepared by Karthika Mohan<br \/>\nand the topics include:<\/p>\n<p>1. probabilitic graphical models<br \/>\n2. Markov compatibility<br \/>\n3. d-separation<br \/>\n4. Interventions<br \/>\n5. Causal effects identification<br \/>\n6. do-Calculus<br \/>\n7. C-components<br \/>\n8. Counterfactuals<br \/>\n9. Markov Equivalence<br \/>\n10. MAGs<br \/>\n11. Confounding Equivalence<br \/>\n12. Instrumental Variables<br \/>\n13. Verma&#8217;s constraints<\/p>\n<p>Enjoy<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The slides used in a recent UAI tutorial on &#8220;Graphical Models for Causal Inference&#8221; are now available for public view and public use. click on http:\/\/ftp.cs.ucla.edu\/pub\/stat_ser\/uai12-mohan-pearl.pdf The slides were prepared by Karthika Mohan and the topics include: 1. probabilitic graphical models 2. Markov compatibility 3. d-separation 4. Interventions 5. Causal effects identification 6. do-Calculus 7. [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-505","post","type-post","status-publish","format-standard","hentry","category-general"],"_links":{"self":[{"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/posts\/505","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/comments?post=505"}],"version-history":[{"count":0,"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/posts\/505\/revisions"}],"wp:attachment":[{"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/media?parent=505"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/categories?post=505"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/causality.cs.ucla.edu\/blog\/index.php\/wp-json\/wp\/v2\/tags?post=505"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}