{"id":39,"date":"2019-11-12T14:37:28","date_gmt":"2019-11-12T13:37:28","guid":{"rendered":"https:\/\/imprs-gw-lectures.aei.mpg.de\/potsdam-2019\/?page_id=39"},"modified":"2019-11-12T15:20:06","modified_gmt":"2019-11-12T14:20:06","slug":"week-7-8","status":"publish","type":"page","link":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/course-material\/week-7-8\/","title":{"rendered":"Week 7 &#038; 8: Advanced topics"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/course-material\/week-7-8\/lecture-10\/\">Lecture 10: Time series analysis &#8211; auto-regressive process, moving average processes, ARMA models etc.<\/a><br><a href=\"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/course-material\/week-7-8\/lecture-11\/\">Lecture 11: Nonparametric regression &#8211; kernel density estimation, smoothing splines, wavelets<\/a><br><a href=\"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/course-material\/week-7-8\/lecture-12\/\">Lecture 12: Gaussian processes, Dirichlet processes<\/a><br><a href=\"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/course-material\/week-7-8\/practical-4\/\">Practical 4: Nonparametric curve fitting<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Lecture 10: Time series analysis &#8211; auto-regressive process, moving average processes, ARMA models etc.Lecture 11: Nonparametric regression &#8211; kernel density estimation, smoothing splines, waveletsLecture 12: Gaussian processes, Dirichlet processesPractical 4: Nonparametric curve fitting<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":49,"menu_order":6,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-39","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/pages\/39","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/comments?post=39"}],"version-history":[{"count":2,"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/pages\/39\/revisions"}],"predecessor-version":[{"id":87,"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/pages\/39\/revisions\/87"}],"up":[{"embeddable":true,"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/pages\/49"}],"wp:attachment":[{"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/media?parent=39"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/categories?post=39"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/imprs-lectures.aei.mpg.de\/potsdam-2019\/wp-json\/wp\/v2\/tags?post=39"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}