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A unified approach for measuring precision and generalization based on anti-alignments

Author
Dongen, B.; Carmona, J.; Chatain, T.
Type of activity
Presentation of work at congresses
Name of edition
14th International Conference on Business Process Management
Date of publication
2016
Presentation's date
2016-09
Book of congress proceedings
Business Process Management: 14th International Conference, BPM 2016, Rio de Janeiro, Brazil, September 18-22, 2016: proceedings
First page
39
Last page
56
Publisher
Springer
DOI
https://doi.org/10.1007/978-3-319-45348-4_3 Open in new window
Repository
http://hdl.handle.net/2117/99938 Open in new window
URL
http://link.springer.com/chapter/10.1007/978-3-319-45348-4_3 Open in new window
Abstract
The holy grail in process mining is an algorithm that, given an event log, produces fitting, precise, properly generalizing and simple process models. While there is consensus on the existence of solid metrics for fitness and simplicity, current metrics for precision and generalization have important flaws, which hamper their applicability in a general setting. In this paper, a novel approach to measure precision and generalization is presented, which relies on the notion of antialignments. An a...
Citation
Dongen, B., Carmona, J., Chatain, T. A unified approach for measuring precision and generalization based on anti-alignments. A: International Conference on Business Process Management. "Business Process Management: 14th International Conference, BPM 2016, Rio de Janeiro, Brazil, September 18-22, 2016: proceedings". Rio de Janeiro: Springer, 2016, p. 39-56.
Keywords
Enterprise resource management, In-process, Leave-one-out cross validations, Management science, Measure precision, Measuring precision, Process model, Statistical methods, Unified approach
Group of research
ALBCOM - Algorithms, Computational Biology, Complexity and Formal Methods

Participants

  • Dongen, Boudewijn F. van  (author and speaker )
  • Carmona Vargas, Jose  (author and speaker )
  • Chatain, Thomas  (author and speaker )

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