Workflow mining: Current status and future directions

被引:0
作者
de Medeiros, AKA [1 ]
van der Aalst, WMP [1 ]
Weijters, AJMM [1 ]
机构
[1] Eindhoven Univ Technol, Dept Technol Management, NL-5600 MB Eindhoven, Netherlands
来源
ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS 2003: COOPIS, DOA, AND ODBASE | 2003年 / 2888卷
关键词
process mining; workflow mining; Petri nets; workflow Petri nets;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Current workflow management systems require the explicit design of the workflows that express the business process of an organization. This process design is very time consuming and error prone. Considerable work has been done to develop heuristics to mine event-data logs to produce a process model that can support the workflow design process. However, all the existing heuristic-based mining algorithms have their limitations. To achieve more insight into these limitations the starting point in this paper is the alpha-algorithm [3] for which it is proved under which conditions and process constructs the algorithm works. After presentation of the a-algorithm, a classification is given of the process constructs that are difficult to handle for this type of algorithms. Then, for some constructs (i.e. short loops) it is illustrated in which way the alpha-algorithm can be extended so that it can correctly discover these constructs.
引用
收藏
页码:389 / 406
页数:18
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