论文标题
以对象为中心的过程采矿比较的Python工具
A Python Tool for Object-Centric Process Mining Comparison
论文作者
论文摘要
以对象为中心的过程挖掘提供了对流程的更全面的看法，我们在其中分析了多个案例概念的过程。但是，大多数以对象为中心的过程挖掘技术都考虑整个事件日志，而不是对日志中现有行为的比较。在本文中，我们引入了一个以对象为中心的过程立方体工具，建立在PM4PY-MDL工艺挖掘框架上。我们的基础架构同时使用对象和事件属性来构建过程立方体，从而导致不同类型的物质化。此外，我们的工具还配备了以对象为中心的过程采矿技术。通过我们的工具，用户可以从进程立方体操作中可视化以对象的事件为中心的事件日志，导出以对象为中心的事件日志，发现提取的日志的最新以对象为中心的过程模型，然后并排比较过程模型。
Object-centric process mining provides a more holistic view of processes where we analyze processes with multiple case notions. However, most object-centric process mining techniques consider the whole event log rather than the comparison of existing behaviors in the log. In this paper, we introduce a stand-alone object-centric process cube tool built on the PM4PY-MDL process mining framework. Our infrastructure uses both object and event attributes to build the process cube which leads to different types of materialization. Furthermore, our tool is equipped with the state of the art object-centric process mining techniques. Through our tool the user can visualize the extracted object-centric event log from process cube operations, export the object-centric event log, discover the state-of-the-art object-centric process model for the extracted log, and compare the process models side-by-side.
