从事件日志中提取工作批处理组织洞察

Retrieving batch organisation of work insights from event logs

Decision Support Systems · 2017
被引 40
ABS 3

中文导读

本文利用事件日志识别资源批处理行为,提出三种批处理类型、识别方法和度量指标,帮助分析批处理对流程执行的影响。

Abstract

Resources can organise their work in batches, i.e. perform activities on multiple cases simultaneously, concurrently or intentionally defer activity execution to handle multiple cases (quasi-) sequentially. As batching behaviour influences process performance, efforts to gain insight on this matter are valuable. In this respect, this paper uses event logs, data files containing process execution information, as an information source. More specifically, this work (i) identifies and formalises three batch processing types, (ii) presents a resource-activity centered approach to identify batching behaviour in an event log and (iii) introduces batch processing metrics to acquire knowledge on batch characteristics and its influence on process execution. These contributions are integrated in the Batch Organisation of Work Identification algorithm (BOWI), which is evaluated on both artificial and real-life data.

业务流程管理数据挖掘过程挖掘运营管理