{"id":6789,"date":"2026-10-14T14:20:29","date_gmt":"2026-10-14T06:20:29","guid":{"rendered":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=6789"},"modified":"2026-10-14T14:20:29","modified_gmt":"2026-10-14T06:20:29","slug":"7-clustering-dimension-reduction-ib533-2026-09","status":"publish","type":"page","link":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=6789&lang=en","title":{"rendered":"7. Clustering &#038; Dimension Reduction (IB533 2026.09)"},"content":{"rendered":"<h5 style=\"padding-left: 20px;\"><span style=\"font-family: terminal, monaco, monospace;\"><b>Unit Outlines\uff1a<\/b><\/span><\/h5>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Exploration : Comparing the Subject&#8217;s Attributes<\/span><\/h6>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Data Summary =&gt; Visualization =&gt; Methods<\/span><\/h6>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Multi-Variable =&gt; Multi-Dimension Space<\/span><\/h6>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Clustering: Groups of Similar Subjects<\/span><\/h6>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Dimension Reduction: Reduce No. Variables<\/span><\/h6>\n<hr \/>\n<h5 style=\"padding-left: 20px;\"><span style=\"font-family: terminal, monaco, monospace;\"><b>Unit Notebook\uff1a<\/b><\/span><\/h5>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Wholesales Data (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2026\/1151ib533\/unit07A.html\">unit07A.html<\/a>)<\/span><\/h6>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Airline Customer Segmentation (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2026\/1151ib533\/unit07B.html\">unit07B.html<\/a>)<\/span><\/h6>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Decathlon Athletes (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2026\/1151ib533\/unit07C.html\">unit07C.html<\/a>)<\/span><\/h6>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Perception Map (<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/bap2\/2026\/1151ib533\/unit07D.html\">unit07D.html<\/a>)<\/span><\/h6>\n<hr \/>\n<h5 style=\"padding-left: 20px;\"><span style=\"font-family: terminal, monaco, monospace;\"><b>Google Drive\uff1a\u00a0<\/b><\/span><\/h5>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Unit07:\u00a0 [ <a href=\"https:\/\/drive.google.com\/drive\/folders\/1oMQxiOf5VKhirS7guCJqRxQ6m64VrGX6?usp=drive_link\">~\/ib533\/unit07_Clustering\/<\/a> ]<\/span><\/h6>\n<hr \/>\n<h5 style=\"padding-left: 20px;\"><span style=\"font-family: terminal, monaco, monospace;\"><b>Unit07 Assignment\uff1a Due: 2025\/10\/26 (Mon.) 23:59 <\/b><\/span><\/h5>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\"><b>Group Assignment<\/b>:\u00a0<\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">Discuss with your team member to answer the questions in unit07A\/B\/D.Rmd,\u00a0\u00a0<\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">Knit the<\/span><span style=\"font-family: terminal, monaco, monospace;\"> html files and upload to<\/span><\/h6>\n<h6 style=\"padding-left: 120px;\"><span style=\"font-family: terminal, monaco, monospace;\">[ <a href=\"https:\/\/drive.google.com\/drive\/folders\/1cvrskhNDEPU5hebI6YYNt_q20WcRe-GX?usp=drive_link\">~\/group\/<\/a>Group#\/ ] with filenames &#8220;G#_unit07A\/B\/D.html&#8221;<\/span><\/h6>\n<hr \/>\n<h6 style=\"padding-left: 60px;\"><span style=\"font-family: terminal, monaco, monospace;\"><b>\u53c3\u8003\u9023\u7d50\uff1a<\/b><\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6\u00a0\u00a0<a href=\"https:\/\/www.data-to-viz.com\/\">From Data to Viz<\/a><\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6\u00a0\u00a0<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/\">Portal of Big Data BA Platform<\/a><\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6\u00a0\u00a0<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=2039&amp;lang=en\">R: Self Learning Roadmap<\/a><\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6\u00a0 John Hopkins: R Programming <a href=\"https:\/\/www.coursera.org\/learn\/r-programming\">online course<\/a><\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6\u00a0\u00a0John Hopkins: R Programming <a href=\"https:\/\/www.cs.upc.edu\/~robert\/teaching\/estadistica\/rprogramming.pdf\">eBook<\/a><\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6\u00a0\u00a0Harvard: Data Science <a href=\"https:\/\/www.edx.org\/professional-certificate\/harvardx-data-science\">online course<\/a><\/span><\/h6>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6\u00a0 Harvard: Data Science <a href=\"https:\/\/rafalab.github.io\/dsbook\/?fbclid=IwAR1x6AsYApxZb5VUIK8KIaUxH-bP6vkOP0KejwCjyajHoDuKHrVlijyzDDc\">ebook<\/a><\/span><\/h6>\n<hr \/>\n<h6 style=\"padding-left: 90px;\"><span style=\"font-family: terminal, monaco, monospace;\">\u25c6 Week07 Video Recording<\/span><\/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 (unit07A.html) \u25c6 Airline Customer Segmentation (unit07B.html) \u25c6 Decathlon Athletes (unit07C.html) \u25c6 Perception Map (unit07D.html) Google Drive\uff1a\u00a0 \u25c6 Unit07:\u00a0 [ ~\/ib533\/unit07_Clustering\/ ] Unit07 Assignment\uff1a Due: 2025\/10\/26 (Mon.) 23:59 Group Assignment:\u00a0 Discuss with your team member to answer the questions in unit07A\/B\/D.Rmd,\u00a0\u00a0 Knit the html files and upload to [ ~\/group\/Group#\/ ] with filenames &#8220;G#_unit07A\/B\/D.html&#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 Week07 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-6789","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/pages\/6789","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=6789"}],"version-history":[{"count":2,"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/pages\/6789\/revisions"}],"predecessor-version":[{"id":6791,"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=\/wp\/v2\/pages\/6789\/revisions\/6791"}],"wp:attachment":[{"href":"https:\/\/bap2.cm.nsysu.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6789"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}