Workflow mining: A survey of issues and approaches

被引:598
作者
van der Aalst, WMP
van Dongen, BF
Herbst, J
Maruster, L
Schimm, G
Weijters, AJMM
机构
[1] Eindhoven Univ Technol, Dept Technol Management, NL-5600 MB Eindhoven, Netherlands
[2] DaimlerChrysler AG, Res & Technol, D-89013 Ulm, Germany
[3] OFFIS, D-26121 Oldenburg, Germany
关键词
workflow mining; workflow management; data mining; Petri nets;
D O I
10.1016/S0169-023X(03)00066-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many of today's information systems are driven by explicit process models. Workflow management systems, but also ERP, CRM, SCM, and B2B, are configured on the basis of a workflow model specifying the order in which tasks need to be executed. 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. To support the design of workflows, we propose the use of workflow mining. Starting point for workflow mining is a so-called "workflow log" containing information about the workflow process as it is actually being executed. In this paper, we introduce the concept of workflow mining and present a common format for workflow logs. Then we discuss the most challenging problems and present some of the workflow mining approaches available today. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:237 / 267
页数:31
相关论文
共 50 条
[21]   Workflow mining for visualization and analysis of surgeries [J].
Tobias Blum ;
Nicolas Padoy ;
Hubertus Feußner ;
Nassir Navab .
International Journal of Computer Assisted Radiology and Surgery, 2008, 3 :379-386
[22]   Workflow mining for visualization and analysis of surgeries [J].
Blum, Tobias ;
Padoy, Nicolas ;
Feussner, Hubertus ;
Navab, Nassir .
INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2008, 3 (05) :379-386
[23]   New algorithm for mining workflow models [J].
Sch. of Software, Fudan Univ., Shanghai 200433, China .
Jisuanji Jicheng Zhizao Xitong, 2006, 11 (1785-1788+1799)
[24]   Log sequence clustering for workflow mining in multi-workflow systems [J].
Liu, Xumin ;
Alshangiti, Moayad ;
Ding, Chen ;
Yu, Qi .
DATA & KNOWLEDGE ENGINEERING, 2018, 117 :1-17
[25]   An Ontology For Workflow Organizational Model Mining [J].
Sellami, Rami ;
Gaaloul, Walid ;
Moalla, Samir .
2012 IEEE 21ST INTERNATIONAL WORKSHOP ON ENABLING TECHNOLOGIES: INFRASTRUCTURE FOR COLLABORATIVE ENTERPRISES (WETICE), 2012, :199-204
[26]   A bottom-up workflow mining approach for workflow applications analysis [J].
Gaaloul, Walid ;
Baina, Karim ;
Godart, Claude .
DATA ENGINEERING ISSUES IN E-COMMERCE AND SERVICES, PROCEEDINGS, 2006, 4055 :182-197
[27]   Process-Mining-Based Workflow Model Fragmentation for Distributed Execution [J].
Sun, Sherry X. ;
Zeng, Qingtian ;
Wang, Huaiqing .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2011, 41 (02) :294-310
[28]   A survey on pre-processing techniques: Relevant issues in the context of environmental data mining [J].
Gibert, Karina ;
Sanchez-Marre, Miquel ;
Izquierdo, Joaquin .
AI COMMUNICATIONS, 2016, 29 (06) :627-663
[29]   Temporal Mining for Interactive Workflow Data Analysis [J].
Berlingerio, Michele ;
Pinelli, Fabio ;
Nanni, Mirco ;
Giannotti, Fosca .
KDD-09: 15TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2009, :109-117
[30]   Log-based transactional workflow mining [J].
Walid Gaaloul ;
Khaled Gaaloul ;
Sami Bhiri ;
Armin Haller ;
Manfred Hauswirth .
Distributed and Parallel Databases, 2009, 25 :193-240