流程挖掘在流程优化中的应用

被引:15
作者
赵卫东
刘海涛
机构
[1] 复旦大学软件学院
关键词
流程挖掘; 流程优化; 组织挖掘; 资源分配; 异常检测;
D O I
10.13196/j.cims.2014.10.030
中图分类号
TP311.52 [];
学科分类号
摘要
企业信息系统产生的大量流程日志数据隐藏了一些有用的模式,流程挖掘从控制流、组织、资源等多个视图分析这些数据,发现流程中存在的问题,指导管理人员对流程进行优化。详细总结了近年来流程挖掘在流程优化中的应用,分析了利用流程挖掘优化业务流程的几种典型方法,论述了流程挖掘在改善流程结构、提升组织效率、优化资源配置和检测流程异常等领域的应用,并指出了进一步的研究方向。
引用
收藏
页码:2632 / 2642
页数:11
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  • [1] 基于流程挖掘的决策支持方法
    胡海洋
    张笑菲
    胡华
    葛季栋
    [J]. 计算机集成制造系统, 2013, 19 (08) : 1755 - 1770
  • [2] Process Mining for the multi-faceted analysis of business processes-A case study in a financial services organization
    De Weerdt, Jochen
    Schupp, Annelies
    Vanderloock, An
    Baesens, Bart
    [J]. COMPUTERS IN INDUSTRY, 2013, 64 (01) : 57 - 67
  • [3] The case for process mining in auditing: Sources of value added and areas of application[J] . Mieke Jans,Michael Alles,Miklos Vasarhelyi.International Journal of Accounting Information Systems . 2012
  • [4] Resource behavior measure and application in business process management[J] . Zhengxing Huang,Xudong Lu,Huilong Duan.Expert Systems With Applications . 2011 (7)
  • [5] Cross-organizational collaborative workflow mining from a multi-source log[J] . Qingtian Zeng,Sherry X. Sun,Hua Duan,Cong Liu,Huaiqing Wang.Decision Support Systems . 2012
  • [6] Comprehensive rule-based compliance checking and risk management with process mining[J] . Filip Caron,Jan Vanthienen,Bart Baesens.Decision Support Systems . 2012
  • [7] Process Mining Put into Context
    van der Aalst, Wil M. P.
    Dustdar, Schahram
    [J]. IEEE INTERNET COMPUTING, 2012, 16 (01) : 82 - 86
  • [8] A business process mining application for internal transaction fraud mitigation
    Jans, Mieke
    van der Werf, Jan Martijn
    Lybaert, Nadine
    Vanhoof, Koen
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (10) : 13351 - 13359
  • [9] Mining association rules to support resource allocation in business process management
    Huang, Zhengxing
    Lu, Xudong
    Duan, Huilong
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (08) : 9483 - 9490
  • [10] Business process analysis in healthcare environments: A methodology based on process mining[J] . álvaro Rebuge,Diogo R. Ferreira.Information Systems . 2011 (2)