{"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/constraint-based-sequential-pattern-mining","title":"Constraint-based Sequential Pattern Mining with Decision Diagrams","arxiv_id":"1811.06086","date":"2018-11-14","proceeding":null,"authors":["Amin Hosseininasab","Willem-Jan van Hoeve","Andre A. Cire"],"abstract":"Constrained sequential pattern mining aims at identifying frequent patterns\non a sequential database of items while observing constraints defined over the\nitem attributes. We introduce novel techniques for constraint-based sequential\npattern mining that rely on a multi-valued decision diagram representation of\nthe database. Specifically, our representation can accommodate multiple item\nattributes and various constraint types, including a number of non-monotone\nconstraints. To evaluate the applicability of our approach, we develop an\nMDD-based prefix-projection algorithm and compare its performance against a\ntypical generate-and-check variant, as well as a state-of-the-art\nconstraint-based sequential pattern mining algorithm. Results show that our\napproach is competitive with or superior to these other methods in terms of\nscalability and efficiency.","url_abs":"http://arxiv.org/abs/1811.06086v1","url_pdf":"http://arxiv.org/pdf/1811.06086v1.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":"constraint-based-sequential-pattern-mining","repo_url":"https://github.com/aminhn/MPP","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"sequential-pattern-mining","task_name":"Sequential Pattern Mining"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}