DocumentCode :
633126
Title :
A comprehensive benchmarking framework (CoBeFra) for conformance analysis between procedural process models and event logs in ProM
Author :
vanden Broucke, Seppe K. L. M. ; De Weerdt, J. ; Vanthienen, Jan ; Baesens, Bart
Author_Institution :
Dept. of Decision Sci. & Inf. Manage., KU Leuven, Leuven, Belgium
fYear :
2013
fDate :
16-19 April 2013
Firstpage :
254
Lastpage :
261
Abstract :
Process mining encompasses the research area which is concerned with knowledge discovery from information system event logs. Within the process mining research area, two prominent tasks can be discerned. First of all, process discovery deals with the automatic construction of a process model out of an event log. Secondly, conformance checking focuses on the assessment of the quality of a discovered or designed process model in respect to the actual behavior as captured in event logs. Hereto, multiple techniques and metrics have been developed and described in the literature. However, the process mining domain still lacks a comprehensive framework for assessing the goodness of a process model from a quantitative perspective. In this study, we describe the architecture of an extensible framework within ProM, allowing for the consistent, comparative and repeatable calculation of conformance metrics. For the development and assessment of both process discovery as well as conformance techniques, such a framework is considered greatly valuable.
Keywords :
benchmark testing; conformance testing; data mining; information systems; CoBeFra; ProM; comprehensive benchmarking framework; conformance analysis; conformance checking; information system event logs; knowledge discovery; procedural process models; process discovery; process mining research area; Accuracy; Benchmark testing; Computational modeling; Computer architecture; Measurement; PROM; User interfaces;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Data Mining (CIDM), 2013 IEEE Symposium on
Conference_Location :
Singapore
Type :
conf
DOI :
10.1109/CIDM.2013.6597244
Filename :
6597244
Link To Document :
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