{"id":847,"date":"2024-09-18T13:37:57","date_gmt":"2024-09-18T17:37:57","guid":{"rendered":"https:\/\/wordpress.cs.vt.edu\/infovis\/?page_id=847"},"modified":"2024-09-18T13:37:58","modified_gmt":"2024-09-18T17:37:58","slug":"andromeda","status":"publish","type":"page","link":"https:\/\/wordpress.cs.vt.edu\/infovis\/andromeda\/","title":{"rendered":"Andromeda"},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p><strong>Andromeda: Semantic Interaction for Dimension Reduction<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"406\" src=\"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-content\/uploads\/sites\/104\/2024\/09\/image.png\" alt=\"\" class=\"wp-image-863\" srcset=\"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-content\/uploads\/sites\/104\/2024\/09\/image.png 640w, https:\/\/wordpress.cs.vt.edu\/infovis\/wp-content\/uploads\/sites\/104\/2024\/09\/image-300x190.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p>Andromeda&nbsp;enables users to directly manipulate the data points in 2D plots of high-dimensional data to explore alternative dimension reduction projections. Andromeda implements interactive weighted multidimensional scaling (WMDS) with semantic interaction. Andromeda allows for both parametric and observation-level interaction to provide in-depth data exploration. A machine learning approach enables WMDS to learn from user manipulated projections.<\/p>\n\n\n\n<p>Try Andromeda and make your own modifications using these computational notebooks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/infovis-vt\/AndromedaJupyter\">Andromeda in Jupyter<\/a>&nbsp;on GitHub and Binder.<\/li>\n\n\n\n<li><a href=\"https:\/\/observablehq.com\/@vt-cs-5764-information-visualization\/andromeda2\">Andromeda JS in ObservableHQ<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=lyfUMCu-wC8\">Andromeda demo video<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong><em>Suggested papers<\/em><\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3158230\"><strong>Observation-Level and Parametric Interaction for High-Dimensional Data Analysis<\/strong><\/a><br>Jessica Zeitz Self, Michelle Dowling, John Wenskovitch, Ian Crandell, Ming Wang, Leanna House, Scotland Leman, Chris North<br><em>ACM Transactions on Interactive Intelligent SystemsVolume 8Issue 2Article No.: 15pp 1\u201336<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n<\/div><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":221,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-847","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/pages\/847","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/users\/221"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/comments?post=847"}],"version-history":[{"count":3,"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/pages\/847\/revisions"}],"predecessor-version":[{"id":901,"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/pages\/847\/revisions\/901"}],"wp:attachment":[{"href":"https:\/\/wordpress.cs.vt.edu\/infovis\/wp-json\/wp\/v2\/media?parent=847"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}