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Development of Distance Measures for Process Mining, Discovery and Integration

Joonsoo Bae, Ling Liu, James Caverlee, Liang-Jie Zhang and Hyerim Bae
Additional contact information
Joonsoo Bae: Chonbuk National University, South Korea
Ling Liu: Georgia Institute of Technology, USA
James Caverlee: Georgia Institute of Technology, USA
Liang-Jie Zhang: IBM T.J. Watson Research Center, USA
Hyerim Bae: Pusan National University, South Korea

International Journal of Web Services Research (IJWSR), 2007, vol. 4, issue 4, 1-17

Abstract: Business processes continue to play an important role in today’s service-oriented enterprise computing systems. Mining, discovering, and integrating process-oriented services has attracted growing attention in the recent years. In this article, we present a quantitative approach to modeling and capturing the similarity and dissimilarity between different process designs. We derive the similarity measures by analyzing the process dependency graphs of the participating workflow processes. We first convert each process dependency graph into a normalized process matrix. Then we calculate the metric space distance between the normalized matrices. This distance measure can be used as a quantitative and qualitative tool in process mining, process merging, and process clustering, and ultimately it can reduce or minimize the costs involved in design, analysis, and evolution of workflow systems.

Date: 2007
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