关键词: 过程挖掘, 过程树, 复杂结构, 基于块的过程模型, 活动重构

Abstract: To solve ineffective and low-quality in exiting process mining algorithm for dealing with massive amounts of complex construction logs,a novel hybrid process mining which was able to work in the presence of complex construction was proposed.The direct subsequent diagrams was extracted which had the number of occurrences from event logs to estimate the basic relationships in inter-activity.The basic relationships in the inter-activity by the process tree were abstracted and merged,and the logs were updated until all activities with basic relationship were discovered in all logs.If the yet to be discovered modules were made up from basic blocks,the block-based process model was employed to discover the complex construction;if the modules contain complex construction,the hybrid region-based approach was performed to discover the complex construction.The activity refactoring to refine the process tree was exploited which had been abstracted in mining results.Based on this representation,a parallel discovery and refactoring approach was further proposed to improve the efficiency of process mining.Our comprehensive evaluations showed that the approach could achieve highly accurate and efficient process mining over lots of real data.

Key words: process mining, process tree, complex construction, block-based process model, activity refactoring