The use of process mining in a business process simulation context: Overview and challenges

Niels Martin, B. Depaire, A. Caris
{"title":"The use of process mining in a business process simulation context: Overview and challenges","authors":"Niels Martin, B. Depaire, A. Caris","doi":"10.1109/CIDM.2014.7008693","DOIUrl":null,"url":null,"abstract":"This paper focuses on the potential of process mining to support the construction of business process simulation (BPS) models. To date, research efforts are scarce and have a rather conceptual nature. Moreover, publications fail to explicit the complex internal structure of a simulation model. The current paper outlines the general structure of a BPS model. Building on these foundations, modeling tasks for the main components of a BPS model are identified. Moreover, the potential value of process mining and the state of the art in literature are discussed. Consequently, a multitude of promising research challenges are identified. In this sense, the current paper can guide future research on the use of process mining in a BPS context.","PeriodicalId":117542,"journal":{"name":"2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM)","volume":"473 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"17","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CIDM.2014.7008693","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 17

Abstract

This paper focuses on the potential of process mining to support the construction of business process simulation (BPS) models. To date, research efforts are scarce and have a rather conceptual nature. Moreover, publications fail to explicit the complex internal structure of a simulation model. The current paper outlines the general structure of a BPS model. Building on these foundations, modeling tasks for the main components of a BPS model are identified. Moreover, the potential value of process mining and the state of the art in literature are discussed. Consequently, a multitude of promising research challenges are identified. In this sense, the current paper can guide future research on the use of process mining in a BPS context.
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
在业务流程模拟上下文中使用流程挖掘:概述和挑战
本文关注流程挖掘在支持业务流程模拟(BPS)模型构建方面的潜力。迄今为止,研究工作很少,而且具有相当概念性的性质。此外,出版物未能明确模拟模型的复杂内部结构。本文概述了BPS模型的一般结构。在这些基础上,确定了BPS模型主要组件的建模任务。此外,还讨论了过程挖掘的潜在价值和文献中的技术现状。因此,确定了许多有前途的研究挑战。从这个意义上说,本文可以指导未来在BPS环境中使用过程挖掘的研究。
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
Automatic relevance source determination in human brain tumors using Bayesian NMF Interpolation and extrapolation: Comparison of definitions and survey of algorithms for convex and concave hulls Generalized kernel framework for unsupervised spectral methods of dimensionality reduction Convex multi-task relationship learning using hinge loss Aggregating predictions vs. aggregating features for relational classification
×
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