论文标题
OC-PM:分析以对象为中心的事件日志和过程模型
OC-PM: Analyzing Object-Centric Event Logs and Process Models
论文作者
论文摘要
以对象为中心的过程挖掘是一个新的过程挖掘分支,旨在更自然地分析来自主流信息系统(例如SAP)的事件数据,而不会被迫形成案例概念规范的相互排斥的事件组。以对象为中心的过程挖掘的开发与利用以对象为中心的事件日志有关,其中包括探索和过滤日志中包含的行为和构造过程模型,这些行为可以编码可以编码不同类别的对象及其交互的行为(可以从以对象事件日志中发现)。本文旨在对以对象为中心的事件日志进行探索和处理,以发现与构成事件日志的不同对象的生命周期相关的信息。同样,本文中描述了实施该技术的综合工具支持(OC-PM)。
Object-centric process mining is a novel branch of process mining that aims to analyze event data from mainstream information systems (such as SAP) more naturally, without being forced to form mutually exclusive groups of events with the specification of a case notion. The development of object-centric process mining is related to exploiting object-centric event logs, which includes exploring and filtering the behavior contained in the logs and constructing process models which can encode the behavior of different classes of objects and their interactions (which can be discovered from object-centric event logs). This paper aims to provide a broad look at the exploration and processing of object-centric event logs to discover information related to the lifecycle of the different objects composing the event log. Also, comprehensive tool support (OC-PM) implementing the proposed techniques is described in the paper.