Quotation Vidgof, Maxim, Djurica, Djordje, Bala, Saimir, Mendling, Jan. 2021. Interactive log-delta analysis using multi-range filtering. Software and Systems Modeling.


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Abstract

Process mining is a family of analytical techniques that extract insights from an event log and present them to an analyst. A key analysis task is to understand the distinctive features of different variants of the process and their impact on process performance. Techniques for log-delta analysis (or variant analysis) put a strong emphasis on automatically extracting explanations for differences between variants. A weakness of them is, however, their limited support for interactively exploring the dividing line between typical and atypical behavior. In this paper, we address this research gap by developing and evaluating an interactive technique for log-delta analysis, which we call InterLog. This technique is developed based on the idea that the analyst can interactively define filter ranges and that these filters are used to partition the log L into sub-logs L1 for the selected cases and L2 for the deselected cases. In this way, the analyst can step-by-step explore the log and manually separate the typical behavior from the atypical. We prototypically implement InterLog and demonstrate its application for a real-world event log. Furthermore, we evaluate it in a preliminary design study with process mining experts for usefulness and ease of use.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Journal article
Journal Software and Systems Modeling
Citation Index SCI
Language English
Title Interactive log-delta analysis using multi-range filtering
Year 2021
Reviewed? Y
URL https://link.springer.com/content/pdf/10.1007/s10270-021-00902-0.pdf
DOI http://dx.doi.org/10.1007/s10270-021-00902-0
Open Access Y
Open Access Link https://link.springer.com/article/10.1007/s10270-021-00902-0

Associations

People
Vidgof, Maxim (Details)
Djurica, Djordje (Details)
Bala, Saimir (Details)
Mendling, Jan (Details)
Organization
Institute for Data, Process and Knowledge Management (AE Sabou) (Details)
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