Event interval analysis: Why do processes take time?

被引:23
|
作者
Suriadi, Suriadi [1 ,3 ]
Ouyang, Chun [1 ]
van der Aalst, Wil M. P. [1 ,2 ]
ter Hofstede, Arthur H. M. [1 ,2 ]
机构
[1] Queensland Univ Technol, Brisbane, Qld 4001, Australia
[2] Eindhoven Univ Technol, NL-5600 MB Eindhoven, Netherlands
[3] Massey Univ, Albany, New Zealand
基金
澳大利亚研究理事会;
关键词
Process mining; ProM; Data mining; Business process management; MODELS;
D O I
10.1016/j.dss.2015.07.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Through the application of process mining, valuable evidence-based insights can be obtained about business processes in organisations. As a result, the field has seen an increased uptake in recent years as evidenced by success stories and increased tool support. However, despite this impact, current performance analysis capabilities remain somewhat limited in the context of information-poor event logs. For example, natural daily and weekly patterns are not considered but they are vital for understanding the performance of processes and resources. In this paper, a new framework for analysing event logs is defined. Our framework is based on the concept of event interval. The framework allows for a systematic approach to sophisticated performance-related analysis beyond the capabilities of existing log-based analysis techniques, even with information-poor event logs. The paper formalises a range of event interval types and then presents an implementation as well as an evaluation of the proposed approach. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:77 / 98
页数:22
相关论文
共 50 条
  • [41] What will it take to observe processes in 'real time'?
    Leone, Stephen R.
    McCurdy, C. William
    Burgdoerfer, Joachim
    Cederbaum, Lorenz S.
    Chang, Zenghu
    Dudovich, Nirit
    Feist, Johannes
    Greene, Chris H.
    Ivanov, Misha
    Kienberger, Reinhard
    Keller, Ursula
    Kling, Matthias F.
    Loh, Zhi-Heng
    Pfeifer, Thomas
    Pfeiffer, Adrian N.
    Santra, Robin
    Schafer, Kenneth
    Stolow, Albert
    Thumm, Uwe
    Vrakking, Marc J. J.
    NATURE PHOTONICS, 2014, 8 (03) : 162 - 166
  • [42] What will it take to observe processes in 'real time'?
    Stephen R. Leone
    C. William McCurdy
    Joachim Burgdörfer
    Lorenz S. Cederbaum
    Zenghu Chang
    Nirit Dudovich
    Johannes Feist
    Chris H. Greene
    Misha Ivanov
    Reinhard Kienberger
    Ursula Keller
    Matthias F. Kling
    Zhi-Heng Loh
    Thomas Pfeifer
    Adrian N. Pfeiffer
    Robin Santra
    Kenneth Schafer
    Albert Stolow
    Uwe Thumm
    Marc J. J. Vrakking
    Nature Photonics, 2014, 8 : 162 - 166
  • [43] WHY ITS TIME TO TAKE A LOOK AT THE LOCAL TALENT
    OBRIEN, F
    DESIGN, 1979, (370): : 76 - 76
  • [44] Why Do People Volunteer? An Experimental Analysis of Preferences for Time Donations
    Brown, Alexander L.
    Meer, Jonathan
    Williams, J. Forrest
    MANAGEMENT SCIENCE, 2019, 65 (04) : 1455 - 1468
  • [45] TIME INTERVAL ANALYSIS TIME INTERVAL MEASUREMENT.
    Simpkins, Dan
    Steeden, Terry T.
    Evaluation Engineering, 1988, 27 (01): : 56 - 58
  • [46] WHY DO ROMANIANS TAKE TO THE STREETS? A SPATIAL ANALYSIS OF ROMANIA'S 2016-2017 PROTESTS
    Nicula, Alexandru-Sabin
    Stoica, Mihnea-Simion
    Birsanuc, Elena-Manuela
    Man, Titus Cristian
    ROMANIAN JOURNAL OF POLITICAL SCIENCE, 2019, 19 (02): : 201 - 222
  • [47] DANGEROUS YOUTH: WHY DO POLITICAL UPRISINGS TAKE AN UNARMED FORM?
    Ustyzhanin, V. V.
    Zinkina, J., V
    Korotayev, A., V
    SOTSIOLOGICHESKIE ISSLEDOVANIYA, 2023, (05): : 82 - 96
  • [48] Why do women doctors in the UK take hormone replacement therapy?
    Isaacs, AJ
    Britton, AR
    McPherson, K
    JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH, 1997, 51 (04) : 373 - 377
  • [49] Why do patients want information if not to take part in decision making?
    Manson, Neil C.
    JOURNAL OF MEDICAL ETHICS, 2010, 36 (12) : 834 - 837
  • [50] Why do Users Need to Take Care of Their HPC Applications Efficiency?
    Nikitenko, D. A.
    Shvets, P. A.
    Voevodin, V. V.
    LOBACHEVSKII JOURNAL OF MATHEMATICS, 2020, 41 (08) : 1521 - 1532