Complete and interpretable conformance checking of business processes
García-Bañuelos, Luciano, van Beest, Nick R.T.P., Dumas, Marlon, La Rosa, Marcello, & Mertens, Willem (2017) Complete and interpretable conformance checking of business processes. IEEE Transactions on Software Engineering. (In Press)
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This article presents a method for checking the conformance between an event log capturing the actual execution of a business process, and a model capturing its expected or normative execution. Given a business process model and an event log, the method returns a set of statements in natural language describing the behavior allowed by the process model but not observed in the log and vice versa. The method relies on a unified representation of process models and event logs based on a well-known model of concurrency, namely event structures. Specifically, the problem of conformance checking is approached by folding the input event log into an event structure, unfolding the process model into another event structure, and comparing the two event structures via an error-correcting synchronized product. Each behavioral difference detected in the synchronized product is then verbalized as a natural language statement. An empirical evaluation shows that the proposed method scales up to real-life datasets while producing more concise and higher-level difference descriptions than state-of-the-art conformance checking methods.
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|Item Type:||Journal Article|
|Keywords:||process mining, conformance checking, process model, event log, event structure, Petri net|
|Subjects:||Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > COMPUTER SOFTWARE (080300) > Software Engineering (080309)
Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > INFORMATION SYSTEMS (080600)
|Divisions:||Current > Schools > School of Information Systems
Current > QUT Faculties and Divisions > Science & Engineering Faculty
|Facilities:||Science and Engineering Centre|
|Copyright Owner:||Copyright 2017 IEEE|
|Deposited On:||04 Jan 2016 22:33|
|Last Modified:||14 Feb 2017 10:50|
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