Book ; Online: Probabilistic and Non-Deterministic Event Data in Process Mining
Embedding Uncertainty in Process Analysis Techniques
2022
Abstract: Process mining is a subfield of process science that analyzes event data collected in databases called event logs. Recently, novel types of event data have become of interest due to the wide industrial application of process mining analyses. In this ... ...
Abstract | Process mining is a subfield of process science that analyzes event data collected in databases called event logs. Recently, novel types of event data have become of interest due to the wide industrial application of process mining analyses. In this paper, we examine uncertain event data. Such data contain meta-attributes describing the amount of imprecision tied with attributes recorded in an event log. We provide examples of uncertain event data, present the state of the art in regard of uncertainty in process mining, and illustrate open challenges related to this research direction. Comment: 12 pages, 4 figures, 4 tables, 16 references. arXiv admin note: text overlap with arXiv:2010.00334 |
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Keywords | Computer Science - Artificial Intelligence |
Publishing date | 2022-05-10 |
Publishing country | us |
Document type | Book ; Online |
Database | BASE - Bielefeld Academic Search Engine (life sciences selection) |
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