{"id":2337,"date":"2021-11-17T21:22:20","date_gmt":"2021-11-17T20:22:20","guid":{"rendered":"https:\/\/dbdmg.polito.it\/dbdmg_web\/?p=2337"},"modified":"2026-03-04T14:45:55","modified_gmt":"2026-03-04T13:45:55","slug":"data-mining-concepts-and-algorithms","status":"publish","type":"post","link":"https:\/\/dbdmg.polito.it\/dbdmg_web\/2021\/data-mining-concepts-and-algorithms\/","title":{"rendered":"Data Mining: Concepts And Algorithms"},"content":{"rendered":"\n<h2 class=\" wp-block-heading eplus-wrapper\">General Information<\/h2>\n\n\n\n<p class=\" eplus-wrapper\"><strong>SSD<\/strong>: ING-INF\/05<\/p>\n\n\n\n<p class=\" eplus-wrapper\"><strong>Hours<\/strong>: 20<\/p>\n\n\n\n<p class=\" eplus-wrapper\"><strong>Professor<\/strong>: Flavio Giobergia, Danilo Giordano<\/p>\n\n\n\n<hr class=\" wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\">Announcements <\/h3>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-2d3cbf\">\n<li class=\" eplus-wrapper\">03\/02\/2026: The lecture schedule is now available.<\/li>\n<\/ul>\n\n\n<hr class=\" wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\">Lectures <\/h3>\n\n\n\n<figure class=\" wp-block-table eplus-wrapper\"><table><tbody><tr><td><strong>Date &#8211; Classroom<\/strong><\/td><td><strong>Topic<\/strong><\/td><\/tr><tr><td>Mon, Feb 09, 2026 (09:00 &#8211; 13:00) &#8211; 1M<\/td><td>Introduction to the course; data mining pipeline; preprocessing; introduction to association rules<\/td><\/tr><tr><td>Mon Feb 16, 2026 (9:30 &#8211; 13:30) &#8211; Sala Ciminiera<\/td><td>Association Rules: Introduction, algorithms, and performance metrics; Classification: Introduction<\/td><\/tr><tr><td>Wed Feb 25, 2026 (08:30 &#8211; 12:30) &#8211; Sala Ciminiera<\/td><td>Classification: Algorithms, Validation, and performance metrics; Clustering: Introduction<\/td><\/tr><tr><td>Mon Mar 02, 2026 (10:00 &#8211; 14:00) &#8211; Sala Ciminiera<\/td><td>Clustering: algorithms, and performance metrics; Seminar on Big Data and advanced machine learning techniques based on Deep Learning.<\/td><\/tr><tr><td>Wed Mar 04, 2026 (14:30 &#8211; 18:30) &#8211; LABINF<\/td><td>Hands-on session; exam<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\" wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\">Teaching Material<\/h3>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-174ebb\">\n<li class=\" eplus-wrapper\">Course Introduction (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2026\/02\/0-IntroductionCourse_PhD_2026.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Data mining: Introduction (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/11-DMintro.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Data mining: preprocessing (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/12-DMPreProc.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Association rules (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/22-DMassrules.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Classification (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/32_42-DMClassification.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Clustering (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/52-DMClustering.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Introduction to Big Data (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2023\/02\/DMCA-BigDatax6.pdf\" data-type=\"attachment\" data-id=\"5405\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Introduction to deep learning (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/02-DL-Intro.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">\n<\/ul>\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-dbba06\">\n<li class=\" eplus-wrapper\">\n<\/ul>\n\n\n<hr class=\" wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\">Laboratory Material<\/h3>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-76feb9\">\n<li class=\" eplus-wrapper\">Dataset: <a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/Users.xls\" data-type=\"URL\" data-id=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2013\/10\/Users.xls\">Users.xls<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Rapid Miner Tutorial: <a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/01\/Tutorial_DataMiningENG.pdf\" data-type=\"attachment\" data-id=\"3047\">tutorial<\/a><\/li>\n<\/ul>\n\n\n<p class=\" eplus-wrapper\"><strong>Exam<\/strong><\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-e7589f\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2026\/03\/01QTEIU_2026_datasets.pdf\">Dataset assignments<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Datasets: <a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/02\/DatasetsUCI.zip\" data-type=\"URL\" data-id=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2013\/10\/Users.xls\">datasets<\/a><\/li>\n\n\n\n\n\n<li class=\" eplus-wrapper\">Template: <a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2026\/03\/Exam-Report.docx\">template<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>General Information SSD: ING-INF\/05 Hours: 20 Professor: Flavio Giobergia, Danilo Giordano Announcements Lectures Date &#8211; Classroom Topic Mon, Feb 09, 2026 (09:00 &#8211; 13:00) &#8211; 1M Introduction to the course; data mining pipeline; preprocessing; introduction to association rules Mon Feb 16, 2026 (9:30 &#8211; 13:30) &#8211; Sala Ciminiera Association Rules: &hellip;<\/p>\n","protected":false},"author":14,"featured_media":2345,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"editor_plus_copied_stylings":"{}","footnotes":""},"categories":[37],"tags":[],"class_list":["post-2337","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-courses"],"_links":{"self":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/2337","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/comments?post=2337"}],"version-history":[{"count":60,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/2337\/revisions"}],"predecessor-version":[{"id":13740,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/2337\/revisions\/13740"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media\/2345"}],"wp:attachment":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media?parent=2337"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/categories?post=2337"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/tags?post=2337"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}