Healthcare service process modeling using process mining techniques

被引:0
|
作者
Zhu, Peng [1 ]
Huang, Bi-Qing [1 ]
Xue, Xiao [1 ]
Wu, Cheng [1 ]
Wu, Yun [2 ]
机构
[1] National CIMS Engineering Research Center, Tsinghua University, Beijing 100084, China
[2] Xuzhou LEO Medical Equipment Co., Xuzhou 221116, China
关键词
Software engineering - Process engineering - Health care - Systems engineering;
D O I
暂无
中图分类号
学科分类号
摘要
Healthcare service process modeling was very complex, it was hard to use traditional software engineering method to obtain its model. Aiming at this problem, a novel healthcare service process modeling method, which based on process mining, was proposed. A modeling example of diagnosis & treatment process for bronchial asthma was given to illustrate how to collect event logs, analyze duplicate tasks, and detect invisible tasks. The process mining algorithm was modified according to the features of healthcare service process. And the improved algorithm was more adaptive to the healthcare environment. Finally, a plug-in tool in PROM was developed to implement this algorithm.
引用
收藏
页码:2749 / 2756
相关论文
共 50 条
  • [21] Process Mining in Healthcare - Minitrack Introduction -
    Weske, Mathias
    Pufahl, Luise
    Munoz-Gama, Jorge
    Proceedings of the Annual Hawaii International Conference on System Sciences, 2023, 2023-January
  • [22] Process Mining in Healthcare: A Systematic Review
    Batista, Edgar
    Solanas, Agusti
    2018 9TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS AND APPLICATIONS (IISA), 2018, : 339 - 344
  • [23] On the Feasibility of Distributed Process Mining in Healthcare
    Gatta, Roberto
    Vallati, Mauro
    Lenkowicz, Jacopo
    Masciocchi, Carlotta
    Cellini, Francesco
    Boldrini, Luca
    Fernandez Llatas, Carlos
    Valentini, Vincenzo
    Damiani, Andrea
    COMPUTATIONAL SCIENCE - ICCS 2019, PT V, 2019, 11540 : 445 - 452
  • [24] Combining Process Mining and Process Simulation in Healthcare: A Literature Review
    Salas, Evelyn
    Arias, Michael
    Aguirre, Santiago
    Rojas, Eric
    IEEE ACCESS, 2024, 12 : 172562 - 172580
  • [25] Individual Behavior Modeling with Sensors Using Process Mining
    Dogan, Onur
    Martinez-Millana, Antonio
    Rojas, Eric
    Sepulveda, Marcos
    Munoz-Gama, Jorge
    Traver, Vicente
    Fernandez-Llatas, Carlos
    ELECTRONICS, 2019, 8 (07)
  • [26] Using process mining to identify coordination patterns in IT service management
    Edgington, Theresa M.
    Raghu, T. S.
    Vinze, Ajay S.
    DECISION SUPPORT SYSTEMS, 2010, 49 (02) : 175 - 186
  • [27] Event Abstraction for Process Mining Using Supervised Learning Techniques
    Tax, Niek
    Sidorova, Natalia
    Haakma, Reinder
    van der Aalst, Wil M. P.
    PROCEEDINGS OF SAI INTELLIGENT SYSTEMS CONFERENCE (INTELLISYS) 2016, VOL 1, 2018, 15 : 251 - 269
  • [28] Information management and process improvement using data mining techniques
    Gibbons, WM
    Ranta, M
    Scott, TM
    Mantyla, M
    INTELLIGENT PROBLEM SOLVING: METHODOLOGIES AND APPROACHES, PROCEEDINGS, 2000, 1821 : 93 - 98
  • [29] Complex Process Modeling in Process Mining: A Systematic Review
    Imran, Mohammad
    Ismail, Maizatul Akmar
    Hamid, Suraya
    Nasir, Mohammad Hairul Nizam Md
    IEEE ACCESS, 2022, 10 : 101515 - 101536
  • [30] Process Automatic Modeling System Based on Process Mining
    Kong, Jili
    Jia, Guozhu
    PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE ON MANAGEMENT INNOVATION AND PUBLIC POLICY (ICMIPP 2012), VOLS 1-6, 2012, : 2695 - 2699