{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/guider-a-guided-separate-and-conquer-rule","title":"GuideR: a guided separate-and-conquer rule learning in classification, regression, and survival settings","arxiv_id":"1806.01579","date":"2018-06-05","proceeding":null,"authors":["Marek Sikora","Łukasz Wróbel","Adam Gudyś"],"abstract":"This article presents GuideR, a user-guided rule induction algorithm, which\novercomes the largest limitation of the existing methods-the lack of the\npossibility to introduce user's preferences or domain knowledge to the rule\nlearning process. Automatic selection of attributes and attribute ranges often\nleads to the situation in which resulting rules do not contain interesting\ninformation. We propose an induction algorithm which takes into account user's\nrequirements. Our method uses the sequential covering approach and is suitable\nfor classification, regression, and survival analysis problems. The\neffectiveness of the algorithm in all these tasks has been verified\nexperimentally, confirming guided rule induction to be a powerful data analysis\ntool.","url_abs":"http://arxiv.org/abs/1806.01579v1","url_pdf":"http://arxiv.org/pdf/1806.01579v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"guider-a-guided-separate-and-conquer-rule","repo_url":"https://github.com/adaa-polsl/GuideR","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"attribute","task_name":"Attribute"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"survival-analysis","task_name":"Survival Analysis"},{"task_slug":"regression-1","task_name":"regression"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}