{"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/specification-driven-multi-perspective","title":"Specification-Driven Multi-Perspective Predictive Business Process Monitoring (Extended Version)","arxiv_id":"1804.00617","date":"2018-04-02","proceeding":null,"authors":["Ario Santoso"],"abstract":"Predictive analysis in business process monitoring aims at forecasting the\nfuture information of a running business process. The prediction is typically\nmade based on the model extracted from historical process execution logs (event\nlogs). In practice, different business domains might require different kinds of\npredictions. Hence, it is important to have a means for properly specifying the\ndesired prediction tasks, and a mechanism to deal with these various prediction\ntasks. Although there have been many studies in this area, they mostly focus on\na specific prediction task. This work introduces a language for specifying the\ndesired prediction tasks, and this language allows us to express various kinds\nof prediction tasks. This work also presents a mechanism for automatically\ncreating the corresponding prediction model based on the given specification.\nThus, different from previous studies, our approach enables us to deal with\nvarious kinds of prediction tasks based on the given specification. A prototype\nimplementing our approach has been developed and experiments using a real-life\nevent log have been conducted.","url_abs":"http://arxiv.org/abs/1804.00617v2","url_pdf":"http://arxiv.org/pdf/1804.00617v2.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":"specification-driven-multi-perspective","repo_url":"https://github.com/ariosantoso/Specification-Driven-Predictive-Process-Monitoring","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"prediction","task_name":"Prediction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}