Title :
Enhancing precision in Process Conformance: Stability, confidence and severity
Author :
Munoz-Gama, Jorge ; Carmona, Josep
Author_Institution :
Univ. Politec. de Catalunya, Barcelona, Spain
Abstract :
Process Conformance is becoming a crucial area due to the changing nature of processes within an Information System. By confronting specifications against system executions (the main problem tackled in process conformance), both system bugs and obsolete/incorrect specifications can be revealed. This paper presents novel techniques to enrich the process conformance analysis for the precision dimension. The new features of the metric proposed in this paper provides a complete view of the precision between a log and a model. The techniques have been implemented as a plug-in in an open-source Process Mining platform and experimental results witnessing both the theory and the goals of this work are presented.
Keywords :
conformance testing; data mining; formal specification; information systems; program debugging; program diagnostics; software metrics; confidence; incorrect specifications; information system; metric features; obsolete specifications; open-source process mining platform; precision analysis; precision enhancement; process conformance analysis; severity; stability; system bugs; system execution; Analytical models; Automata; Computational modeling; Data mining; Measurement; Petri nets; Stability analysis;
Conference_Titel :
Computational Intelligence and Data Mining (CIDM), 2011 IEEE Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-9926-7
DOI :
10.1109/CIDM.2011.5949451