{"id":6505,"date":"2025-10-26T16:04:43","date_gmt":"2025-10-26T08:04:43","guid":{"rendered":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=6505"},"modified":"2025-10-26T16:42:00","modified_gmt":"2025-10-26T08:42:00","slug":"8-clustering-dimension-reduction-ib533-2025-09","status":"publish","type":"page","link":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=6505&lang=en","title":{"rendered":"8. Clustering &#038; Dimension Reduction (IB533 2025.09)"},"content":{"rendered":"<h5 style=\"padding-left: 20px;\"><b>Unit Outlines\uff1a<\/b><\/h5>\n<h6 style=\"padding-left: 60px;\">\u25c6 Exploration : Comparing the Subject&#8217;s Attributes<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Data Summary =&gt; Visualization =&gt; Methods<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Multi-Variable =&gt; Multi-Dimension Space<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Clustering: Groups of Similar Subjects<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Dimension Reduction: Reduce No. Variables<\/h6>\n<hr \/>\n<h5 style=\"padding-left: 20px;\"><b>Unit Notebook\uff1a<\/b><\/h5>\n<h6 style=\"padding-left: 60px;\">\u25c6 Wholesales Data (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2025\/1141ib533\/unit08A.html\">unit08A.html<\/a>)<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Airline Customer Segmentation (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2025\/1141ib533\/unit08B.html\">unit08B.html<\/a>)<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Decathlon Athletes (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2025\/1141ib533\/unit08C.html\">unit08C.html<\/a>)<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Perception Map (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2025\/1141ib533\/unit08D.html\">unit08D.html<\/a>)<\/h6>\n<hr \/>\n<h5 style=\"padding-left: 20px;\"><b>Google Drive\uff1a\u00a0<\/b><\/h5>\n<h6 style=\"padding-left: 60px;\">\u25c6 Course Material : [\u00a0 <a href=\"https:\/\/drive.google.com\/drive\/folders\/1tgQAKry4mWQqcxhgNPP-rKAJFaJwxz6N\">~\/ib533\/<\/a> ]<\/h6>\n<h6 style=\"padding-left: 60px;\">\u25c6 Unit08:\u00a0 [ <a href=\"https:\/\/drive.google.com\/drive\/folders\/12yEUNtMW9CHL27-I7xYMkzyMYAbptr8Z\">~\/ib533\/unit08_clustering\/<\/a> ]<\/h6>\n<hr \/>\n<h5 style=\"padding-left: 20px;\"><b>Unit08 Assignment\uff1a Due: 2025\/11\/05 (Wed.) 23:59 <\/b><\/h5>\n<h6 style=\"padding-left: 60px;\"><b>Group Assignment<\/b>: Midterm Video Presentation<\/h6>\n<h6 style=\"padding-left: 90px;\">Prepare a 8 minutes video to be delivered in the class of 11\/06<\/h6>\n<h6 style=\"padding-left: 90px;\">Upload your video, html and pttx files to<\/h6>\n<h6 style=\"padding-left: 120px;\">[ <a href=\"https:\/\/drive.google.com\/drive\/folders\/1FuW6RQ_eNRLyJnBybitKbFhKDu-abCT7?usp=drive_link\">~\/team\/<\/a>Group#\/ ] with filenames &#8220;G#_Midterm.mp4\/html\/pttx&#8221;<\/h6>\n<hr \/>\n<h6 style=\"padding-left: 60px;\"><b>\u53c3\u8003\u9023\u7d50\uff1a<\/b><\/h6>\n<h6 style=\"padding-left: 90px;\">\u25c6\u00a0\u00a0<a href=\"https:\/\/www.data-to-viz.com\/\">From Data to Viz<\/a><\/h6>\n<h6 style=\"padding-left: 90px;\">\u25c6\u00a0\u00a0<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/\">Portal of Big Data BA Platform<\/a><\/h6>\n<h6 style=\"padding-left: 90px;\">\u25c6\u00a0\u00a0<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=2039&amp;lang=en\">R: Self Learning Roadmap<\/a><\/h6>\n<h6 style=\"padding-left: 90px;\">\u25c6\u00a0 John Hopkins: R Programming <a href=\"https:\/\/www.coursera.org\/learn\/r-programming\">online course<\/a><\/h6>\n<h6 style=\"padding-left: 90px;\">\u25c6\u00a0\u00a0John Hopkins: R Programming <a href=\"https:\/\/www.cs.upc.edu\/~robert\/teaching\/estadistica\/rprogramming.pdf\">eBook<\/a><\/h6>\n<h6 style=\"padding-left: 90px;\">\u25c6\u00a0\u00a0Harvard: Data Science <a href=\"https:\/\/www.edx.org\/professional-certificate\/harvardx-data-science\">online course<\/a><\/h6>\n<h6 style=\"padding-left: 90px;\">\u25c6\u00a0 Harvard: Data Science <a href=\"https:\/\/rafalab.github.io\/dsbook\/?fbclid=IwAR1x6AsYApxZb5VUIK8KIaUxH-bP6vkOP0KejwCjyajHoDuKHrVlijyzDDc\">ebook<\/a><\/h6>\n<hr \/>\n<h6 style=\"padding-left: 90px;\">\u25c6 Week07c Video Recording<\/h6>\n<hr \/>\n","protected":false},"excerpt":{"rendered":"<p>Unit Outlines\uff1a \u25c6 Exploration : Comparing the Subject&#8217;s Attributes \u25c6 Data Summary =&gt; Visualization =&gt; Methods \u25c6 Multi-Variable =&gt; Multi-Dimension Space \u25c6 Clustering: Groups of Similar Subjects \u25c6 Dimension Reduction: Reduce No. Variables Unit Notebook\uff1a \u25c6 Wholesales Data (unit08A.html) \u25c6 Airline Customer Segmentation (unit08B.html) \u25c6 Decathlon Athletes (unit08C.html) \u25c6 Perception Map (unit08D.html) Google Drive\uff1a\u00a0 \u25c6 Course Material : [\u00a0 ~\/ib533\/ ] \u25c6 Unit08:\u00a0 [ ~\/ib533\/unit08_clustering\/ ] Unit08 Assignment\uff1a Due: 2025\/11\/05 (Wed.) 23:59 Group Assignment: Midterm Video Presentation Prepare a 8 minutes video to be delivered in the class of 11\/06 Upload your video, html and pttx files to [ ~\/team\/Group#\/ ] with filenames &#8220;G#_Midterm.mp4\/html\/pttx&#8221; \u53c3\u8003\u9023\u7d50\uff1a \u25c6\u00a0\u00a0From Data to Viz \u25c6\u00a0\u00a0Portal of Big Data BA Platform \u25c6\u00a0\u00a0R: Self Learning Roadmap \u25c6\u00a0 John Hopkins: R Programming online course \u25c6\u00a0\u00a0John Hopkins: R Programming eBook \u25c6\u00a0\u00a0Harvard: Data Science online course \u25c6\u00a0 Harvard: Data Science ebook \u25c6 Week07c Video Recording<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-6505","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/pages\/6505","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6505"}],"version-history":[{"count":2,"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/pages\/6505\/revisions"}],"predecessor-version":[{"id":6518,"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/pages\/6505\/revisions\/6518"}],"wp:attachment":[{"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6505"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}