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| Auteurs principaux: | , , , , , , , , , , , , , , |
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| Format: | Preprint |
| Publié: |
2024
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| Sujets: | |
| Accès en ligne: | https://arxiv.org/abs/2410.14495 |
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| _version_ | 1866917808614408192 |
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| author | Fahland, Dirk Montali, Marco Lebherz, Julian van der Aalst, Wil M. P. van Asseldonk, Maarten Blank, Peter Bosmans, Lien Brenscheidt, Marcus di Ciccio, Claudio Delgado, Andrea Calegari, Daniel Peeperkorn, Jari Verbeek, Eric Vugs, Lotte Wynn, Moe Thandar |
| author_facet | Fahland, Dirk Montali, Marco Lebherz, Julian van der Aalst, Wil M. P. van Asseldonk, Maarten Blank, Peter Bosmans, Lien Brenscheidt, Marcus di Ciccio, Claudio Delgado, Andrea Calegari, Daniel Peeperkorn, Jari Verbeek, Eric Vugs, Lotte Wynn, Moe Thandar |
| contents | Process mining is shifting towards use cases that explicitly leverage the relations between data objects and events under the term of object-centric process mining. Realizing this shift and generally simplifying the exchange and transformation of data between source systems and process mining solutions requires a standardized data format for such object-centric event data (OCED). This report summarizes the activities and results for identifying requirements and challenges for a community-supported standard for OCED. (1) We present a proposal for a core model for object-centric event data that underlies all known use cases. (2) We detail the limitations of the core model wrt. a broad range of use cases and discuss how to overcome them through conventions, usage patterns, and extensions of OCED, exhausting the design-space for an OCED data model and the inherent trade-offs in representing object-centric event data. (3) These insights are backed by five independent OCED implementations which are presented alongside a series of lessons learned in academic and industrial case studies. The results of this report provide guidance to the community to start adopting and building new process mining use cases and solutions around the reliable concepts for object-centric event data, and to engage in a structured process for standardizing OCED based on the known OCED design space. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_14495 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Towards a Simple and Extensible Standard for Object-Centric Event Data (OCED) -- Core Model, Design Space, and Lessons Learned Fahland, Dirk Montali, Marco Lebherz, Julian van der Aalst, Wil M. P. van Asseldonk, Maarten Blank, Peter Bosmans, Lien Brenscheidt, Marcus di Ciccio, Claudio Delgado, Andrea Calegari, Daniel Peeperkorn, Jari Verbeek, Eric Vugs, Lotte Wynn, Moe Thandar Databases Process mining is shifting towards use cases that explicitly leverage the relations between data objects and events under the term of object-centric process mining. Realizing this shift and generally simplifying the exchange and transformation of data between source systems and process mining solutions requires a standardized data format for such object-centric event data (OCED). This report summarizes the activities and results for identifying requirements and challenges for a community-supported standard for OCED. (1) We present a proposal for a core model for object-centric event data that underlies all known use cases. (2) We detail the limitations of the core model wrt. a broad range of use cases and discuss how to overcome them through conventions, usage patterns, and extensions of OCED, exhausting the design-space for an OCED data model and the inherent trade-offs in representing object-centric event data. (3) These insights are backed by five independent OCED implementations which are presented alongside a series of lessons learned in academic and industrial case studies. The results of this report provide guidance to the community to start adopting and building new process mining use cases and solutions around the reliable concepts for object-centric event data, and to engage in a structured process for standardizing OCED based on the known OCED design space. |
| title | Towards a Simple and Extensible Standard for Object-Centric Event Data (OCED) -- Core Model, Design Space, and Lessons Learned |
| topic | Databases |
| url | https://arxiv.org/abs/2410.14495 |