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Redo Log Process Mining in Real Life: Data Challenges Opportunities

机译:Redo日志过程在现实生活中挖掘:数据挑战和机遇

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Data extraction and preparation are the most time-consuming phases of any process mining project. Due to the variability on the sources of event data, it remains a highly manual process in most of the cases. Moreover, it is very difficult to obtain reliable event data in enterprise systems that are not process-aware. Some techniques, like redo log process mining, try to solve these issues by automating the process as much as possible, and enabling event extraction in systems that are not process aware. This paper presents the challenges faced by redo log, and traditional process mining, comparing both approaches at theoretical and practical levels. Finally, we demonstrate that the data obtained with redo log process mining in a real-life environment is, at least, as valid as the one extracted by the traditional approach.
机译:数据提取和准备是任何流程挖掘项目的最耗时的阶段。由于事件数据来源的可变性,大多数情况下它仍然是一个高度手动过程。此外,很难在不处理的企业系统中获得可靠的事件数据。一些技术,如重做日志过程挖掘,尝试通过尽可能多地自动化过程来解决这些问题,并在未处理的系统中启用事件提取。本文提出了重做日志和传统流程挖掘所面临的挑战,比较理论和实践水平的两种方法。最后,我们证明,在真实环境中使用重做日志过程挖掘获得的数据至少是由传统方法提取的那样有效。

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