{"id":27013,"date":"2026-09-27T20:02:28","date_gmt":"2026-09-27T18:02:28","guid":{"rendered":"https:\/\/www.itspy.cz\/thesis\/analytical-platform-integrating-cleverminer\/"},"modified":"2026-09-27T20:05:06","modified_gmt":"2026-09-27T18:05:06","slug":"analytical-platform-integrating-cleverminer","status":"publish","type":"thesis","link":"https:\/\/www.itspy.cz\/en\/thesis\/analytical-platform-integrating-cleverminer\/","title":{"rendered":"Analytical Platform Integrating CleverMiner"},"content":{"rendered":"<p>This thesis presents the design and implementation of a<br \/>\nuser-oriented<br \/>\nanalytical platform for the CleverMiner library, aimed at<br \/>\nenabling domain<br \/>\nexperts to perform data mining analyses based on GUHA<br \/>\nprocedures without<br \/>\nrequiring programming knowledge. The theoretical foundation<br \/>\ncovers the<br \/>\nprinciples of association rule mining, the GUHA method, and<br \/>\nan analysis<br \/>\nof the CleverMiner library and its available procedures. A<br \/>\nsystematic<br \/>\nevaluation of existing GUI-based solutions is conducted to<br \/>\ninform the<br \/>\narchitectural and implementation decisions. The platform is<br \/>\nimplemented<br \/>\nas a web application comprising a React frontend, a Django<br \/>\nbackend, and<br \/>\na Celery-based distributed task execution layer, supporting<br \/>\nall four<br \/>\nprocedures available in CleverMiner. The application<br \/>\nprovides an<br \/>\nintegrated environment for the CRISP-DM workflow, including<br \/>\ndataset exploration, preprocessing, mining task definition,<br \/>\nexecution,<br \/>\nand result visualisation. The platform is deployable both<br \/>\nlocally via<br \/>\nDocker and on cloud infrastructure. Development was guided<br \/>\nby the<br \/>\nMMSP-AV methodology. User acceptance testing conducted with<br \/>\nstudents<br \/>\nfamiliar with comparable tools confirmed that all defined<br \/>\nfunctional and<br \/>\nnon-functional requirements were met with no critical<br \/>\ndefects identified.<\/p>\n","protected":false},"featured_media":26789,"template":"","meta":{"_acf_changed":false,"_links_to":"","_links_to_target":""},"university":[311,185],"thesis-year":[466],"class_list":["post-27013","thesis","type-thesis","status-publish","has-post-thumbnail","hentry","thesis-year-466"],"acf":{"autor":"Petr \u0160t\u00edpek","portret":"","vedouci":"RNDr. Ing. Petr M\u00e1\u0161a, Ph.D."},"_links":{"self":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis\/27013","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis"}],"about":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/types\/thesis"}],"version-history":[{"count":1,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis\/27013\/revisions"}],"predecessor-version":[{"id":27068,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis\/27013\/revisions\/27068"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/media\/26789"}],"wp:attachment":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/media?parent=27013"}],"wp:term":[{"taxonomy":"university","embeddable":true,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/university?post=27013"},{"taxonomy":"thesis-year","embeddable":true,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis-year?post=27013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}