Design and Evaluation of a User Interface Concept for Prescriptive Process Monitoring

被引:2
|
作者
Kubrak, Kateryna [1 ]
Milani, Fredrik [1 ]
Nolte, Alexander [1 ,2 ]
Dumas, Marlon [1 ]
机构
[1] Univ Tartu, Tartu, Estonia
[2] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
基金
欧洲研究理事会;
关键词
Process Mining; Prescriptive Process Monitoring; User Interface;
D O I
10.1007/978-3-031-34560-9_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Prescriptive process monitoring methods recommend interventions during the execution of a process to maximize its success rate. Current research in this field focuses on algorithms to learn intervention policies that maximize the expected payoff of the interventions under certain statistical assumptions. In contrast, there has been limited attention on how to aid process stakeholders in understanding the outputs of these algorithms. In this research, we set to develop an interface to provide end users with relevant information to guide the decision on where and when to trigger interventions in a process. We draw upon an analysis of existing solutions and a review of the literature to elicit information items for a user interface for prescriptive process monitoring. Thereon, we develop a user interface concept and evaluate it with experts. The evaluation confirms the informational needs covered by the user interface concept. In addition, the evaluation shows that different end-user groups (operational users, tactical managers, and process analysts) can benefit from the information items included in the interface.
引用
收藏
页码:347 / 363
页数:17
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