PM2: A Process Mining Project Methodology

被引:193
作者
van Eck, Maikel L. [1 ]
Lu, Xixi [1 ]
Leemans, Sander J. J. [1 ]
van der Aalst, Wil M. P. [1 ]
机构
[1] Eindhoven Univ Technol, NL-5600 MB Eindhoven, Netherlands
来源
ADVANCED INFORMATION SYSTEMS ENGINEERING, CAISE 2015 | 2015年 / 9097卷
关键词
Process mining; Methodology; Case study; Business process management; CONFORMANCE CHECKING; KNOWLEDGE DISCOVERY; PROCESS MODELS;
D O I
10.1007/978-3-319-19069-3_19
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Process mining aims to transform event data recorded in information systems into knowledge of an organisation's business processes. The results of process mining analysis can be used to improve process performance or compliance to rules and regulations. However, applying process mining in practice is not trivial. In this paper we introduce PM2, a methodology to guide the execution of process mining projects. We successfully applied PM2 during a case study within IBM, a multinational technology corporation, where we identified potential process improvements for one of their purchasing processes.
引用
收藏
页码:297 / 313
页数:17
相关论文
共 19 条
[1]  
[Anonymous], 2000, J DATA WAREHOUSING
[2]  
Bose RPJC, 2013, 2013 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DATA MINING (CIDM), P127, DOI 10.1109/CIDM.2013.6597227
[3]  
Bose RPJC, 2009, LECT NOTES COMPUT SC, V5701, P159, DOI 10.1007/978-3-642-03848-8_12
[4]   Process Diagnostics: a Method Based on Process Mining [J].
Bozkaya, Melike ;
Gabriels, Joost ;
van der Werf, Jan Martijn .
INTERNATIONAL CONFERENCE ON INFORMATION, PROCESS, AND KNOWLEDGE MANAGEMENT: EKNOW 2009, PROCEEDINGS, 2009, :22-+
[5]  
de Leoni M, 2014, LECT NOTES COMPUT SC, V8659, P250, DOI 10.1007/978-3-319-10172-9_16
[6]   A multi-dimensional quality assessment of state-of-the-art process discovery algorithms using real-life event logs [J].
De Weerdt, Jochen ;
De Backer, Manu ;
Vanthienen, Jan ;
Baesens, Bart .
INFORMATION SYSTEMS, 2012, 37 (07) :654-676
[7]  
Harmon P., 2010, Business Process Change: A Guide for Business Managers and BPM and Six Sigma Professionals
[8]  
Kurgan LA, 2006, KNOWL ENG REV, V21, P1, DOI [10.1017/S0269888906000737, 10.1017/S0269888906000738]
[9]   Exploring Processes and Deviations [J].
Leemans, Sander J. J. ;
Fahland, Dirk ;
van der Aalst, Wil M. P. .
BUSINESS PROCESS MANAGEMENT WORKSHOPS( BPM 2014), 2015, 202 :304-316
[10]   A survey of data mining and knowledge discovery process models and methodologies [J].
Mariscal, Gonzalo ;
Marban, Oscar ;
Fernandez, Covadonga .
KNOWLEDGE ENGINEERING REVIEW, 2010, 25 (02) :137-166