面向业务过程的概念漂移检测技术综述  

Overview of conceptual drift detection technologies for business processes

作　　者：赵海燕[1] 戎小玉 曹健[2] 陈庆奎[1] ZHAO Haiyan;RONG Xiaoyu;CAO Jian;CHEN Qingkui(School of Optical-Electrical and Computer Engineering,University of Shanghai for Science and Technology,Shanghai 200093,China;Department of Computer Science and Technology,Shanghai Jiao Tong University,Shanghai 200030,China)

机构地区：[1]上海理工大学光电信息与计算机工程学院,上海200093 [2]上海交通大学计算机科学与技术系,上海200030

出　　处：《计算机集成制造系统》2024年第10期3431-3446,共16页Computer Integrated Manufacturing Systems

基　　金：国家自然科学基金资助项目(62072301)。

摘　　要：针对业务过程随时间发生变化的概念漂移现象,研究有效的漂移检测方法,以实现变更的早期检测与管理,系统分析了业务过程概念漂移检测的现有研究,总结了目前研究实验中常用的评估指标、数据集合成方法和真实数据集,讨论了不同方法的优缺点及其适用场景,并通过实验对不同方法进行了比较。最后,对业务过程概念漂移未来的研究方向进行了展望。Addressing the phenomenon of concept drift in business processes that evolve over time,the effective drift detection methods were investigated for achieving early detection and management of such changes.The current researches on business process concept drift detection were systematically analyzed.The commonly used evaluation metrics,methods of dataset construction and real datasets in research experiments were summarized.Additionally,the advantages,disadvantages and applicable scenarios of different methods were discussed,and these different methods were compared through experimental analysis.Finally,prospects for future research directions in the field of business process concept drift were offered.

关 键 词：业务过程 概念漂移 业务过程视角 业务过程模型 

分 类 号：TP311.13[自动化与计算机技术—计算机软件与理论]