为事件日志修复设置值对符合性检查的影响
Kazuki Masumoto1, Hiroki Horita1
1College of Engineering, Ibaraki University, Hitachi, Japan.
TheScientificWorldJournal
|April 9, 2025
概括
修复低质量的事件日志可能会影响业务流程合规性检查. 该研究表明,最佳修复值根据事件日志的不同而有所不同.
科学领域:
- 业务流程管理 业务流程管理
- 数据质量数据质量
- 过程采矿采矿采矿
背景情况:
- 合规性检查将事件日志与处理模型进行比较,以寻找差异.
- 低质量的事件日志带有噪音可能会阻碍准确的合规性检查.
- 现有的日志修复方法需要难以设定的值.
研究的目的:
- 调查低质量的事件日志修复方法如何影响符合性检查结果.
- 了解修复值对识别工艺差异的准确性的影响.
主要方法:
- 对不同低质量的事件日志修复技术的实验分析.
- 评估符合性检查结果与修复与未修复的事件日志.
- 不同的修复门,以评估它们对结果的影响.
主要成果:
- 日志修复方法的有效性取决于特定的事件日志.
- 最佳修复值受到日志中存在的噪声量的影响.
- 修复低质量的日志可以显著改变符合性检查结果.
结论:
- 选择修复低质量的事件日志的门对于准确的合规性检查至关重要.
- 过程采矿从业者在应用修复方法时必须仔细考虑事件日志特征.
- 需要进一步的研究来开发用于日志修复的自适应性值设定机制.
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