Identify malfunctions and their possible causes using rules, application to process mining
2022 IEEE International Conference on Data Mining Workshops (ICDMW)(2022)
摘要
In the field of process mining, malfunction analysis is a major research domain. The goal here is to find failures or relatively large processing delays and their possible causes. This paper presents an innovative research paradigm for process mining: prediction rule mining. Through a three-step method and two new algorithms, all observed cases of a process are decomposed into rules, whose information is analyzed, and possible causes are searched. This method provides information about the data, from its internal structure to the possible causes of failures, without having a priori knowledge about them.
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关键词
Process mining,automated data analytics,cause analysis,rule mining,anomaly detection
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