{"id":578,"date":"2019-12-13T16:29:54","date_gmt":"2019-12-13T15:29:54","guid":{"rendered":"http:\/\/dbdmg.polito.it\/dbdmg_web\/?page_id=578"},"modified":"2025-01-10T16:03:11","modified_gmt":"2025-01-10T15:03:11","slug":"research","status":"publish","type":"page","link":"https:\/\/dbdmg.polito.it\/dbdmg_web\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\n<h1 class=\"eplus-h3jhI0 wp-block-heading eplus-wrapper\">Research Activities<\/h1>\n\n\n<div class=\"eplus-2Zdms3 wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex eplus-styles-uid-8a7bc2\"><div class=\"eplus-EjBkON wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow eplus-styles-uid-65f3fa\" style=\"flex-basis:66.66%\"><p class=\"eplus-jiKBvh eplus-wrapper eplus-styles-uid-65f3fa\">The DataBase and Data Mining Group is a research group of the\u00a0<a rel=\"noopener noreferrer\" href=\"http:\/\/www.polito.it\/ricerca\/dipartimenti\/dauin\/index.en.html\" target=\"_top\">Department of Control and Computer Engineering<\/a>\u00a0of the\u00a0<a rel=\"noopener noreferrer\" href=\"http:\/\/www.polito.it\/\" target=\"_top\">Politecnico di Torino<\/a>.\u00a0The interests of the group span over all aspects of <strong>Data Science and Machine Learning<\/strong>.<\/p>\n\n\n<p class=\"eplus-HSo6H6 eplus-wrapper\">Relevant topics for the group include, but are not limited to, the following areas: Explainability and Fairness in Machine Learning, Finance and Quantitative Trading, Natural Language Processing, Concept Drift Detection, Unsupervised Learning, Time series analytics, and stream processing, Sensor-based data analytics, Smart Cities, Big Data Processing and Analytics, Data Warehousing and Data Mining.<\/p>\n<\/div>\n\n<div class=\"eplus-NytQ4Y wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow eplus-styles-uid-65f3fa\" style=\"flex-basis:33%\"><div class=\"wp-block-image eplus-YT1B9G is-style-rounded\">\n<figure class=\"aligncenter size-thumbnail is-resized eplus-wrapper\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-150x150.png\" alt=\"\" class=\"wp-image-720\" style=\"width:150px;height:150px\" srcset=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-150x150.png 150w, https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-300x300.png 300w, https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-200x200.png 200w, https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-270x270.png 270w, https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-192x192.png 192w, https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-180x180.png 180w, https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square-32x32.png 32w, https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/07\/cropped-logo_square.png 512w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div><\/div><\/div>\n\n\n<p class=\"eplus-n0tWUT eplus-wrapper\">Use the buttons below to discover more.  <\/p>\n\n\n\n<div class=\"eplus-dUDW6z wp-block-buttons eplus-wrapper is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"eplus-h3ctbK ep-custom-buttons-icon is-style-fill wp-block-button eplus-wrapper eplus-styles-uid-358761\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/index.php\/category\/research\/explainability-fairness-bias\/\">Explainability<\/a><\/div>\n\n<div class=\"eplus-h3ctbK ep-custom-buttons-icon is-style-fill  wp-block-button eplus-wrapper eplus-styles-uid-7cfebf\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/tag\/knowledge-guided\/\">Knowledge-Guided DL<\/a><\/div>\n\n<div class=\"eplus-nzldD9 ep-custom-buttons-icon wp-block-button eplus-wrapper eplus-styles-uid-2fb3e3\"><a class=\"wp-block-button__link wp-element-button\" href=\"#finance\">Finance<\/a><\/div>\n\n<div class=\"eplus-TRshSS ep-custom-buttons-icon wp-block-button eplus-wrapper eplus-styles-uid-726b08\"><a class=\"wp-block-button__link wp-element-button\" href=\"#nlp\">NLP<\/a><\/div>\n\n<div class=\"eplus-B0J5iy ep-custom-buttons-icon wp-block-button eplus-wrapper eplus-styles-uid-b3fea1\"><a class=\"wp-block-button__link wp-element-button\" href=\"#conceptdrift\">Concept Drift<\/a><\/div><\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"eplus-Ik1vyb wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\" eplus-LyhUUx wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<hr class=\"eplus-AAkfK4 is-style-dots wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<h2 class=\"eplus-AwKHAk wp-block-heading has-text-align-center eplus-wrapper\">Data Science in Academy <\/h2>\n\n\n\n<p class=\"eplus-NUWkoV eplus-wrapper\">We understand the importance of exposing students as early as possible to Data Science and Machine Learning topics. We thus propose several initiatives that let students learn by doing.<\/p>\n\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\">Reading Group<\/h3>\n\n\n\n<p class=\" eplus-wrapper\">We are glad to announce the 2025 Edition of the DBDMG&nbsp;Reading&nbsp;Group! In the second semester, talks occur every <strong>Friday from 17:00 to 18:00<\/strong>.<br>We invite you to join us in presence. If you cannot be there in person, we&#8217;ve got you covered. We stream the talks via Zoom.<\/p>\n\n\n\n<div class=\"eplus-4k27rA wp-block-buttons eplus-wrapper is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"eplus-MYF18w is-style-outline ep-custom-buttons-icon wp-block-button eplus-wrapper is-style-outline--2 eplus-styles-uid-9c22d4\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/2025\/reading-group-edition-2025\/\">Find the talks<\/a><\/div><\/div>\n\n\n\n<p class=\" eplus-wrapper\"><\/p>\n\n\n\n<p class=\" eplus-wrapper\"><\/p>\n\n\n<div class=\"eplus-tZ2gxx wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex eplus-styles-uid-0d46de\">\n<div class=\"eplus-ee2tX8 wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\"><div class=\"eplus-slCrXU wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex eplus-styles-uid-96ae5d\">\n<div class=\"eplus-5tqZfZ wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"eplus-EwauVJ wp-block-heading eplus-wrapper\">Machine Learning @ PolitTO<\/h3>\n\n\n\n<p class=\"eplus-iut2Iw eplus-wrapper\">MAchine Learning At poliTO (MALTO) is a student team with the goal to take part in international data science shared tasks, projects, and competitions.<\/p>\n\n\n\n<p class=\"eplus-Yw8PNF eplus-wrapper\">For more details, visit <a href=\"https:\/\/malto.netlify.app\" target=\"_blank\" rel=\"noreferrer noopener\">the team&#8217;s website<\/a>.<\/p>\n<\/div>\n\n\n\n<div class=\"eplus-QWZqmL wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"eplus-dMb9NT wp-block-heading eplus-wrapper\">Data Science Lab Environment<\/h3>\n\n\n\n<p class=\"eplus-ABuLts eplus-wrapper\"><meta charset=\"utf-8\">Data Science Lab Environment (DSLE) is a web platform to host data science competitions. It is currently used in the course Data Science Lab: process and methods to assess students&#8217; abilities in solving classification, regression tasks.<\/p>\n\n\n\n<p class=\"eplus-VcXUjh eplus-wrapper\"><a href=\"https:\/\/zenodo.org\/record\/3666486#.X4mtvC8QPRY\">Project code<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"eplus-xKpdVd wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"eplus-fvOcYQ wp-block-heading eplus-wrapper\">Research Bites<\/h3>\n\n\n\n<p class=\"eplus-8oIZtx eplus-wrapper\">Research Bites, a series of short research talks and seminaries held by PhD students and international faculty members for students of the course <em>Data Science Lab: process and methods<\/em>. The goal of RB is to disseminate cutting-edge research topics, in short, high-level pills. <\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n<div style=\"height:94px\" aria-hidden=\"true\" class=\"eplus-FOmy3V wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<hr class=\"eplus-YZRvoO wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n<h2 class=\"eplus-oxpVNB wp-block-heading eplus-wrapper\">Previous Research<\/h2>\n\n\n\n<p class=\"eplus-pqe53C eplus-wrapper\">The following is a comprehensive list of research and projects carried on during the years.<\/p>\n\n\n<ul class=\"eplus-lQLq3y wp-block-list eplus-wrapper eplus-styles-uid-3ede3b\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/serena-project.eu\">SERENA &#8211; EU Project<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a style=\"text-align: inherit;\" href=\"http:\/\/dbdmg.polito.it\/wordpress\/strong-flipping-generalized-itemsets\/\">Strong Flipping Generalized Itemsets<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/expressive-generalized-itemsets\/\">Expressive generalized itemset mining<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/bioinformatics\/\">Bioinformatics<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/large-scale-itemset-mining\/\">Large-scale itemset mining<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-admin\/post-new.php?post_title=Sports+data+analysis\">Sports data analysis<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/physiological-data-analysis\/\">Analysis of physiological data<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/analysis-of-sensor-network-data\/\">Analysis of sensor network data<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/index-support-for-itemset-mining-in-a-rdbms\/\">Index support for Itemset Mining in a Relational DBMS<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/associative-classification\/\">Associative classification<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/network-traffic-analysis\/\">Network traffic analysis<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/document-summarization\/\">Document summarization<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/social-network-analysis-and-mining\/\">Social network analysis and mining<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a title=\"Recommendation Systems\" href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/recommendation-systems\/\">Recommendation systems<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/infrequent-itemset-mining\/\">infrequent itemset mining<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/research\/ontic\/\">ONTIC<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/wordpress\/discovering-profitable-stocks-for-intraday-trading\/\">Discovering profitable stocks for intraday trading<\/a><\/li>\n<\/ul>\n\n<ul class=\"eplus-W8dLYh wp-block-list eplus-wrapper eplus-styles-uid-637b79\">\n<li class=\" eplus-wrapper\">\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Research Activities The DataBase and Data Mining Group is a research group of the\u00a0Department of Control and Computer Engineering\u00a0of the\u00a0Politecnico di Torino.\u00a0The interests of the group span over all aspects of Data Science and Machine Learning. Relevant topics for the group include, but are not limited to, the following areas: &hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"editor_plus_copied_stylings":"{}","footnotes":""},"class_list":["post-578","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages\/578","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/comments?post=578"}],"version-history":[{"count":63,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages\/578\/revisions"}],"predecessor-version":[{"id":11120,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages\/578\/revisions\/11120"}],"wp:attachment":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media?parent=578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}