Detecting implicit dependencies between tasks from event logs | |
Lijie Wen ; Jianmin Wang ; Jiaguang Sun | |
2010-05-07 ; 2010-05-07 | |
会议名称 | Frontiers of WWW Research and Development-APWeb 2006. 8th Asia-Pacific Web Conference. Proceedings (Lecture Notes in Computer Science Vol.3841) ; Frontiers of WWW Research and Development-APWeb 2006. 8th Asia-Pacific Web Conference. Proceedings ; Harbin, China ; INSPEC |
关键词 | Theoretical or Mathematical/ business data processing data mining Petri nets/ implicit dependency detection event logs process mining information extraction business process nonfree-choice constructs mining Petri nets process models causal dependencies/ C7100 Business and administration C1160 Combinatorial mathematics C6170K Knowledge engineering techniques |
中文摘要 | Process mining aims at extracting information from event logs to capture the business process as it is being executed. In spite of many researchers' persistent efforts, there are still some challenging problems to be solved. In this paper, we focus on mining non-free-choice constructs, where the process models are represented in Petri nets. In fact, there are totally two kinds of causal dependencies between tasks, i.e., explicit and implicit ones. Implicit dependency is very hard to mine by current mining approaches. Thus we propose three theorems to detect implicit dependency between tasks and give their proofs. The experimental results show that our approach is powerful enough to mine process models with non-free-choice constructs. |
会议录出版者 | Springer-Verlag ; Berlin, Germany |
语种 | 英语 ; 英语 |
内容类型 | 会议论文 |
源URL | [http://hdl.handle.net/123456789/16959] |
专题 | 清华大学 |
推荐引用方式 GB/T 7714 | Lijie Wen,Jianmin Wang,Jiaguang Sun. Detecting implicit dependencies between tasks from event logs[C]. 见:Frontiers of WWW Research and Development-APWeb 2006. 8th Asia-Pacific Web Conference. Proceedings (Lecture Notes in Computer Science Vol.3841), Frontiers of WWW Research and Development-APWeb 2006. 8th Asia-Pacific Web Conference. Proceedings, Harbin, China, INSPEC. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论