Quotation Solti, Andreas, Senderovich, Arik, Weidlich, Matthias, Mendling, Jan, Gal, Avigdor. 2016. In Log and Model We Trust? {A} Generalized Conformance Checking Framework. In Business Process Management - 14th International Conference, BPM 2016, Rio de Janeiro, Brazil, September 18-22, 2016. Proceedings, Hrsg. Marcello La Rosa, Peter Loos, Oscar Pastor, 179-196. Rio de Janeiro, Brazil: Springer International.


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Abstract

While models and event logs are readily available in modern organizations, their quality can seldom be trusted. Raw event recordings are often noisy, incomplete, and contain erroneous recordings. The quality of process models, both conceptual and data-driven, heavily depends on the inputs and parameters that shape these models, such as domain expertise of the modelers and the quality of execution data. The mentioned quality issues are specifically a challenge for conformance checking. Conformance checking is the process mining task that aims at coping with low model or log quality by comparing the model against the corresponding log, or vice versa. The prevalent assumption in the literature is that at least one of the two can be fully trusted. In this work, we propose a generalized conformance checking framework that caters for the common case, when one does neither fully trust the log nor the model. In our experiments we show that our proposed framework balances the trust in model and log as a generalization of state-of-the-art conformance checking techniques.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Contribution to conference proceedings
Language English
Title In Log and Model We Trust? {A} Generalized Conformance Checking Framework
Title of whole publication Business Process Management - 14th International Conference, BPM 2016, Rio de Janeiro, Brazil, September 18-22, 2016. Proceedings
Editor Marcello La Rosa, Peter Loos, Oscar Pastor
Page from 179
Page to 196
Location Rio de Janeiro, Brazil
Publisher Springer International
Year 2016
URL https://doi.org/10.1007/978-3-319-45348-4_11

Associations

Projects
Sensor-Enabled Real-World Awareness for Management Information Systems
People
Solti, Andreas (Former researcher)
Mendling, Jan (Details)
External
Gal, Avigdor (Technion, Haifa, Israel)
Senderovich, Arik (Technion, Haifa, Israel)
Weidlich, Matthias (Humboldt University, Berlin, Germany)
Organization
Information Business IN (Details)
Research areas (Ă–STAT Classification 'Statistik Austria')
1109 Information and data processing (Details)
5306 Business data processing (Details)
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