A Framework for Recommending Resource Allocation Based on Process Mining

被引:19
|
作者
Arias, Michael [1 ]
Rojas, Eric [1 ]
Munoz-Gama, Jorge [1 ]
Sepulveda, Marcos [1 ]
机构
[1] Pontificia Univ Catolica Chile, Sch Engn, Dept Comp Sci, Santiago, Chile
关键词
Resource allocation; Process mining; Business processes; Recommendation systems; Organizational perspective; Time perspective; CONFORMANCE CHECKING; ASSIGNMENT; SUPPORT;
D O I
10.1007/978-3-319-42887-1_37
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Dynamically allocating the most appropriate resource to execute the different activities of a business process is an important challenge in business process management. An ineffective allocation may lead to an inadequate resources usage, higher costs, or a poor process performance. Different approaches have been used to solve this challenge: data mining techniques, probabilistic allocation, or even manual allocation. However, there is a need for methods that support resource allocation based on multi-factor criteria. We propose a framework for recommending resource allocation based on Process Mining that does the recommendation at sub-process level, instead of activity-level. We introduce a resource process cube that provides a flexible, extensible and fine-grained mechanism to abstract historical information about past process executions. Then, several metrics are computed considering different criteria to obtain a final recommendation ranking based on the BPA algorithm. The approach is applied to a help desk scenario to demonstrate its usefulness.
引用
收藏
页码:458 / 470
页数:13
相关论文
共 50 条
  • [21] IMA RESOURCE ALLOCATION PROCESS
    Mazuk, Dan
    DASC: 2008 IEEE/AIAA 27TH DIGITAL AVIONICS SYSTEMS CONFERENCE, VOLS 1 AND 2, 2008, : 54 - 59
  • [22] A Novel Framework for Recommending Data Mining Algorithm in Dynamic IoT Environment
    Hossain, M. Anwar
    Ferdousi, Rahatara
    Hossain, Sk Alamgir
    Alhamid, Mohammed F.
    Saddik, Abdulmotaleb El
    IEEE ACCESS, 2020, 8 : 157333 - 157345
  • [23] Resource allocation and rationing an ethical framework
    Kilner, JF
    HEALTH CARE UNDER STRESS: MORAL INTEGRITY IN TIME OF SCARCITY, 1998, : 49 - 62
  • [24] A Dynamic Resource Allocation Framework in the Cloud
    Zhang, Hairui
    Yang, Yi
    Li, Lian
    Cheng, Wenzhi
    Ding, Cong
    MACHINERY ELECTRONICS AND CONTROL ENGINEERING III, 2014, 441 : 974 - 979
  • [25] Adaptation investments: a resource allocation framework
    Barr, Rhona
    Fankhauser, Samuel
    Hamilton, Kirk
    MITIGATION AND ADAPTATION STRATEGIES FOR GLOBAL CHANGE, 2010, 15 (08) : 843 - 858
  • [26] A framework for resource allocation in grid computing
    Menascé, DA
    Casalicchio, E
    IEEE COMPUTER SOCIETY'S 12TH ANNUAL INTERNATIONAL SYMPOSIUM ON MODELING, ANALYSIS, AND SIMULATION OF COMPUTER AND TELECOMMUNICATIONS SYSTEMS - PROCEEDINGS, 2004, : 259 - 267
  • [27] Adaptation investments: a resource allocation framework
    Rhona Barr
    Samuel Fankhauser
    Kirk Hamilton
    Mitigation and Adaptation Strategies for Global Change, 2010, 15 : 843 - 858
  • [28] A Resource Allocation Framework for Network Slicing
    Leconte, Mathieu
    Paschos, Georgios S.
    Mertikopoulos, Panayotis
    Kozat, Ulas C.
    IEEE CONFERENCE ON COMPUTER COMMUNICATIONS (IEEE INFOCOM 2018), 2018, : 2177 - 2185
  • [29] A Framework for Optimizing Resource Allocation in Clouds
    Choi, Yeongho
    Lim, Yujin
    2015 3RD INTERNATIONAL CONFERENCE ON COMPUTER, INFORMATION AND APPLICATION, 2015, : 10 - 14
  • [30] Human Resource Allocation in Process Simulations Based on Competency Vectors
    Kuchar, Stepan
    Martinovic, Jan
    SOFT COMPUTING MODELS IN INDUSTRIAL AND ENVIRONMENTAL APPLICATIONS, 2013, 188 : 231 - 240