{"id":511,"date":"2023-10-20T21:51:43","date_gmt":"2023-10-20T19:51:43","guid":{"rendered":"https:\/\/benediktehinger.de\/blog\/science\/?p=511"},"modified":"2023-10-20T21:52:22","modified_gmt":"2023-10-20T19:52:22","slug":"linear-mixed-models-and-eeg","status":"publish","type":"post","link":"https:\/\/benediktehinger.de\/blog\/science\/linear-mixed-models-and-eeg\/","title":{"rendered":"Linear Mixed Models and EEG"},"content":{"rendered":"\n<p>I recently gave a workshop @ cuttingGarden \/ cuttingEEG Frankfurt on Linear Mixed Models and EEG.<\/p>\n\n\n\n<p>You can find all workshop <a href=\"https:\/\/www.s-ccs.de\/workshop_cuttingGarden2023\/\">materials here<\/a>. They are pluto-notebooks for slides and exercise, and a prerendered HTML. A recording is in the works.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Some highlights: <\/h2>\n\n\n\n<p><strong>MixedModels.jl is 100x faster than lme4<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik.png\"><img loading=\"lazy\" decoding=\"async\" width=\"896\" height=\"350\" src=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik.png\" alt=\"\" class=\"wp-image-512\" srcset=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik.png 896w, https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-300x117.png 300w, https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-768x300.png 768w\" sizes=\"auto, (max-width: 896px) 100vw, 896px\" \/><\/a><\/figure>\n\n\n\n<p><strong>Intuition behind MixedModels \/ Item Effects<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"498\" height=\"412\" src=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-1.png\" alt=\"\" class=\"wp-image-513\" srcset=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-1.png 498w, https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-1-300x248.png 300w\" sizes=\"auto, (max-width: 498px) 100vw, 498px\" \/><\/a><\/figure>\n\n\n\n<p><strong>Mass-univariate random effects over time<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"927\" height=\"661\" src=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-2.png\" alt=\"\" class=\"wp-image-514\" srcset=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-2.png 927w, https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-2-300x214.png 300w, https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-2-768x548.png 768w\" sizes=\"auto, (max-width: 927px) 100vw, 927px\" \/><\/a><\/figure>\n\n\n\n<p><strong>Likelihoodratio-test against time<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"930\" height=\"656\" src=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-3.png\" alt=\"\" class=\"wp-image-515\" srcset=\"https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-3.png 930w, https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-3-300x212.png 300w, https:\/\/benediktehinger.de\/blog\/science\/upload\/sites\/2\/2023\/10\/grafik-3-768x542.png 768w\" sizes=\"auto, (max-width: 930px) 100vw, 930px\" \/><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>I recently gave a workshop @ cuttingGarden \/ cuttingEEG Frankfurt on Linear Mixed Models and EEG. You can find all workshop materials here. They are pluto-notebooks for slides and exercise, and a prerendered HTML. A recording is in the works. Some highlights: MixedModels.jl is 100x faster than lme4 Intuition behind MixedModels \/ Item Effects Mass-univariate random effects over time Likelihoodratio-test against time<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-511","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/posts\/511","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/comments?post=511"}],"version-history":[{"count":0,"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/posts\/511\/revisions"}],"wp:attachment":[{"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/media?parent=511"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/categories?post=511"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/benediktehinger.de\/blog\/science\/wp-json\/wp\/v2\/tags?post=511"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}