Rediscovering workflow models from event-based data using little thumb

被引:24
作者
Weijters, AJMM [1 ]
van der Aalst, WMP [1 ]
机构
[1] Eindhoven Univ Technol, Dept Technol Management, NL-5600 MB Eindhoven, Netherlands
关键词
process mining; workflow mining; knowledge discovery; 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
Contemporary workflow management systems are driven by explicit process models, i.e., a completely specified workflow design is required in order to enact a given workflow process. Creating a workflow design is a complicated time-consuming process and typically, there are discrepancies between the actual workflow processes and the processes as perceived by the management. Therefore, we propose a technique for rediscovering workflow models. This technique uses workflow logs to discover the workflow process as it is actually being executed. The workflow log contains information about events taking place. We assume that these events are totally ordered and each event refers to one task being executed for a single case. This information can easily be extracted from transactional information systems (e,g., Enterprise Resource Planning systems such as SAP and Baan). The rediscovering technique proposed in this paper can deal with noise and can also be used to validate workflow processes by uncovering and measuring the discrepancies between prescriptive models and actual process executions.
引用
收藏
页码:151 / 162
页数:12
相关论文
共 27 条
[1]  
Agrawal R, 1998, LECT NOTES COMPUT SC, V1377, P469
[2]  
[Anonymous], LECT NOTES COMPUTER
[3]  
[Anonymous], 2000, EUR CONC ENG C SCS E
[4]   Workflow evolution [J].
Casati, F ;
Ceri, S ;
Pernici, B ;
Pozzi, G .
DATA & KNOWLEDGE ENGINEERING, 1998, 24 (03) :211-238
[5]  
Cook J. E., 1998, ACM Transactions on Software Engineering and Methodology, V7, P215, DOI 10.1145/287000.287001
[6]   Software process validation: Quantitatively measuring the correspondence of a process to a model [J].
Cook, JE ;
Wolf, AL .
ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY, 1999, 8 (02) :147-176
[7]  
COOK JE, 1998, P 6 INT S FDN SOFTW, P35
[8]  
Desel Jorg, 1995, CAMBRIDGE TRACTS THE, V40
[9]  
Ellis C., 1995, Conference on Organizational Computing Systems, P10, DOI 10.1145/224019.224021
[10]  
Herbst J., 2000, International Journal of Intelligent Systems in Accounting, Finance and Management, V9, P67, DOI 10.1002/1099-1174(200006)9:2<67::AID-ISAF186>3.0.CO