A New Process Mining Approach Based on the Markov Transition Matrix

Hong Li, Kunman Li
{"title":"A New Process Mining Approach Based on the Markov Transition Matrix","authors":"Hong Li, Kunman Li","doi":"10.1109/CSCI.2014.99","DOIUrl":null,"url":null,"abstract":"According to the situation that many workflow instances may deviate from the predefined model, this paper proposed a new process mining approach based on analyzing the workflow log to realize the workflow process reconstruction. First, build the Markov transition matrix based on the workflow log, then design a multi-step process mining algorithm to mine the structural relationships between the activities, finally, this paper verifies the feasibility and applicability of the approach through a simulation example.","PeriodicalId":439385,"journal":{"name":"2014 International Conference on Computational Science and Computational Intelligence","volume":"61 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 International Conference on Computational Science and Computational Intelligence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSCI.2014.99","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

According to the situation that many workflow instances may deviate from the predefined model, this paper proposed a new process mining approach based on analyzing the workflow log to realize the workflow process reconstruction. First, build the Markov transition matrix based on the workflow log, then design a multi-step process mining algorithm to mine the structural relationships between the activities, finally, this paper verifies the feasibility and applicability of the approach through a simulation example.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一种基于马尔可夫转移矩阵的过程挖掘新方法
针对工作流实例大量偏离预定义模型的情况,提出了一种基于工作流日志分析的流程挖掘方法,实现工作流流程重构。首先基于工作流日志构建马尔可夫转移矩阵,然后设计多步流程挖掘算法挖掘活动之间的结构关系,最后通过仿真实例验证了该方法的可行性和适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Knowledge Management Strategy and Structure in Service Sector Research on Ontology-Based Chinese Semantic Retrieval Model Power Aware Task Matching and Migration in Heterogeneous Processing Environments Touch Screen Technique for Learning PLC Programming The Code for Solving Aerodynamic Problems Based on Explicit Godunov-Kolgan-Rodionov Scheme
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1