LU Fa-ming, ZENG Qing-tian, DUAN Hua, et al. A Process Discovery Algorithm Based on Case Clusters and Synchronization Cores[J]. Acta Electronica Sinica, 2015, 43(6): 1127-1136.
DOI:
LU Fa-ming, ZENG Qing-tian, DUAN Hua, et al. A Process Discovery Algorithm Based on Case Clusters and Synchronization Cores[J]. Acta Electronica Sinica, 2015, 43(6): 1127-1136. DOI: 10.3969/j.issn.0372-2112.2015.06.014.
A Process Discovery Algorithm Based on Case Clusters and Synchronization Cores
The fact that task dependencies may change with case attribute values and the existence of invisible tasks makes it difficult to discover a correct process model from event logs.To address these obstacles
a novel process discovery technique based on case clusters and synchronization cores is presented.The task dependencies among case clusters are first mined
and the sub-process model corresponding to case clusters is obtained by synchronization cores.Then
return cores is proposed to model loop structures and the discovery algorithm of return cores from composite cases is provided.Finally
the synchronization cores and the return cores are integrated
and the integrated synchronization cores are transformed to WF-nets to achieve the business process reconstruction.The proposed technique can solve both the mining problem of invisible tasks and the problem that task dependencies change with attribute values.