VLDB 2026 Research / reviewers in the wild / expert
Mathilde Boltenhagen
dblp:242/5032
· DBLP profile ↗
3ranked-venue papers in the field
2as first author
3since 2021 · last 2021
—ORCID · none
Domains — venue-derived; a paper can count in several
Database Systems & Data Management · 2 (1 first)Business Process & Enterprise Data · 1 (1 first)
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2021 | An A*-Algorithm for Computing Discounted Anti-Alignments in Process MiningabstractProcess mining techniques aim at analyzing and monitoring processes through event data. Formal models like Petri nets serve as an effective representation of the processes. A central question in the field is to assess the conformance of a process model with respect to the real process executions. The notion of anti-alignment, which represents a model run that is as distant as possible to the process executions, has been demonstrated to be crucial to measure precision of models. However, the only known algorithm for computing anti-alignments has a high complexity, which prevents it from being applied on real-life problem instances. In this paper we propose a novel algorithm for computing anti-alignments, based on the well-known graph-based $A^{*}$ scheme. By introducing a discount factor in the edit distance used for the search of anti-alignments, we obtain the first efficient algorithm to approximate them. We show how this approximation is quite accurate in practice, by comparing it with the optimal results for small instances where the optimal algorithm can also compute anti-alignments. Finally, we compare the obtained precision metric with respect to the state-of-the-art metrics in the literature for real-life examples. Mathilde Boltenhagen, Thomas Chatain, Josep Carmona 0001 |
ICPM | 1 |
| 2021 | Model-based trace variant analysis of event logs
Mathilde Boltenhagen, Thomas Chatain, Josep Carmona 0001 |
Inf. Syst. | 1 |
| 2021 | Anti-alignments - Measuring the precision of process models and event logs
Thomas Chatain, Mathilde Boltenhagen, Josep Carmona 0001 |
Inf. Syst. | 2 |