{"id":36,"date":"2024-01-23T20:44:11","date_gmt":"2024-01-23T18:44:11","guid":{"rendered":"https:\/\/users.utu.fi\/lakahei\/?page_id=36"},"modified":"2026-01-17T14:08:47","modified_gmt":"2026-01-17T12:08:47","slug":"projects","status":"publish","type":"page","link":"https:\/\/users.utu.fi\/lakahei\/projects\/","title":{"rendered":"Projects and publications"},"content":{"rendered":"\n<p>Heinonen, L., Nyberg, H. &amp; Virta, J. Weighted embedding and outlier detection of metric space data. <i>Adv Data Anal Classif<\/i> (2025). <a href=\"https:\/\/doi.org\/10.1007\/s11634-025-00627-8\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1007\/s11634-025-00627-8<\/a><\/p>\n\n\n\n<p>Heinonen, L. &amp; Virta, J. A method for sparse and robust independent component analysis (accepted to <em>Journal of Multivariate Analysis<\/em>, 2025), <a href=\"https:\/\/doi.org\/10.1016\/j.jmva.2025.105587\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/doi.org\/10.1016\/j.jmva.2025.105587<\/a>, <a href=\"https:\/\/github.com\/laxuntus\/SICS\" target=\"_blank\" rel=\"noopener\">R code<\/a><\/p>\n\n\n\n<p>Ydinmenetelm\u00e4 riippumattomien kompenenttien analyysiin (master&#8217;s thesis, 2021, in Finnish), <a href=\"https:\/\/urn.fi\/URN:NBN:fi-fe2021070240890\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/urn.fi\/URN:NBN:fi-fe2021070240890<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Heinonen, L., Nyberg, H. &amp; Virta, J. Weighted embedding and outlier detection of metric space data. Adv Data Anal Classif (2025). https:\/\/doi.org\/10.1007\/s11634-025-00627-8 Heinonen, L. &amp; Virta, J. A method for sparse and robust independent component analysis (accepted to Journal of Multivariate Analysis, 2025), https:\/\/doi.org\/10.1016\/j.jmva.2025.105587, R code Ydinmenetelm\u00e4 riippumattomien kompenenttien analyysiin (master&#8217;s thesis, 2021, in Finnish), [&hellip;]<\/p>\n","protected":false},"author":735,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-36","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/pages\/36","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/users\/735"}],"replies":[{"embeddable":true,"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/comments?post=36"}],"version-history":[{"count":19,"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/pages\/36\/revisions"}],"predecessor-version":[{"id":140,"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/pages\/36\/revisions\/140"}],"wp:attachment":[{"href":"https:\/\/users.utu.fi\/lakahei\/wp-json\/wp\/v2\/media?parent=36"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}