为什么我还在等待?业务流程中等待时间的数据驱动分析

Katsiaryna Lashkevich, Fredrik P. Milani, David Chapela-Campa, Ihar Suvorau, M. Dumas
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引用次数: 1

摘要

当案例从一个活动转换到另一个活动时,业务流程中的等待时间通常会出现。相应地,分析活动转换等待时间的原因可以帮助分析人员确定减少流程周期时间的机会。本文提出了一种流程挖掘方法,将流程中每个活动转换中观察到的等待时间分解为多个直接原因,并分析每个确定的原因对流程周期时间效率的影响。实证分析表明,该方法能够发现导致等待时间的各种直接原因。所提出的方法的适用性在实际过程中得到了验证。
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Why am I Waiting? Data-Driven Analysis of Waiting Times in Business Processes
Waiting times in a business process often arise when a case transitions from one activity to another. Accordingly, analyzing the causes of waiting times of activity transitions can help analysts to identify opportunities for reducing the cycle time of a process. This paper proposes a process mining approach to decompose the waiting time observed in each activity transition in a process into multiple direct causes and to analyze the impact of each identified cause on the cycle time efficiency of the process. An empirical evaluation shows that the proposed approach is able to discover different direct causes of waiting times. The applicability of the proposed approach is demonstrated on a real-life process.
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PMDG: Privacy for Multi-Perspective Process Mining through Data Generalization CREATED: Generating Viable Counterfactual Sequences for Predictive Process Analytics Learning When to Treat Business Processes: Prescriptive Process Monitoring with Causal Inference and Reinforcement Learning Why am I Waiting? Data-Driven Analysis of Waiting Times in Business Processes Probabilistic and Non-deterministic Event Data in Process Mining: Embedding Uncertainty in Process Analysis Techniques
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