Business process intelligence

被引:234
作者
Grigori, D
Casati, F
Castellanos, M
Dayal, U
Sayal, M
Shan, MC
机构
[1] Univ Versailles St Quentin & Yvelines, CNRS, Lab PRiSM, FRE 2510, F-78035 Versailles, France
[2] Hewlett Packard Corp, Palo Alto, CA 94304 USA
关键词
business process intelligence; workflow mining; process execution analysis and prediction; data warehouse;
D O I
10.1016/j.compind.2003.10.007
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Business Process Management Systems (BPMSs) are software platforms that support the definition, execution, and tracking of business processes. BPMSs have the ability of logging information about the business processes they support. Proper analysis of BPMS execution logs can yield important knowledge and help organizations improve the quality of their business processes and services to their business partners. This paper presents a set of integrated tools that supports business and IT users in managing process execution quality by providing several features, such as analysis, prediction, monitoring, control, and optimization. We refer to this set of tools as the Business Process Intelligence (BPI) tool suite. Experimental results presented in this paper are very encouraging. We plan to investigate further enhancements on the BPI tools suite, including automated exception prevention, and refinement of process data preparation stage, as well as integrating other data mining techniques. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:321 / 343
页数:23
相关论文
共 26 条
  • [1] AGRAWAL G, 1998, P 6 INT C EXT DAT TE
  • [2] Baker D., 1999, Proceedings Fourth IFCIS International Conference on Cooperative Information Systems. CoopIS 99 (Cat. No.PR00384), P79, DOI 10.1109/COOPIS.1999.792160
  • [3] BERGER M, 1998, P 31 HAW INT C SYST, V7
  • [4] Berry M.J., 2000, MASTERING DATA MININ
  • [5] CASATI F, 2002, HPL2002120 HP LABS
  • [6] CASTELLANOS M, 2001, P 1 SIAM WORKSH TEXT
  • [7] COOK J, 1998, ACM T SOFTW ENG METH, V7, P3
  • [8] Eder J, 2002, LECT NOTES COMPUT SC, V2480, P1
  • [9] EDER J, 1999, P BIS 99 POZN POL
  • [10] GRIGORI D, 2001, P VLDB 01 ROM IT