Title :
Business Process Discovery by Using Process Skeletonization
Author :
Kudo, Motoi ; Ishida, A. ; Sato, Nobuyoshi
Author_Institution :
IBM Res. - Tokyo, Tokyo, Japan
Abstract :
Process Management software and solutions mainly address structured processes in enterprises, but there are still many business applications that are less structured by their nature, such as human-centric and ad hoc workflows. Existing process mining algorithms often have difficulties in extracting a skeletal structure of a less-structured process model from real-life event logs. We propose a new process mining algorithm by using a skeleton-extraction procedure, which brings structure to less structured business processes. We present experimental mining results from real insurance claim examination event logs and verified the effectiveness of the proposed algorithm.
Keywords :
business data processing; data mining; insurance data processing; ad hoc workflows; business applications; business process discovery; enterprises; human-centric workflows; less structured business processes; less-structured process model; process management software; process mining algorithms; process skeletonization; real insurance claim examination event logs; real-life event logs; skeletal structure; skeleton-extraction procedure; structured processes; process mining; process skeleton; weakly structured process;
Conference_Titel :
Signal-Image Technology & Internet-Based Systems (SITIS), 2013 International Conference on
Conference_Location :
Kyoto
DOI :
10.1109/SITIS.2013.158