Conformance Checking and Diagnosis in Process Mining: Comparing Observed and Modeled Processes (Lecture Notes in Business Information Processing)
暫譯: 流程挖掘中的符合性檢查與診斷:比較觀察到的與建模的流程(商業資訊處理講義)
Jorge Munoz-Gama
- 出版商: Springer
- 出版日期: 2016-11-25
- 售價: $2,140
- 貴賓價: 9.5 折 $2,033
- 語言: 英文
- 頁數: 216
- 裝訂: Paperback
- ISBN: 3319494503
- ISBN-13: 9783319494500
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商品描述
Process mining techniques can be used to discover, analyze and improve real processes, by extracting models from observed behavior. The aim of this book is conformance checking, one of the main areas of process mining. In conformance checking, existing process models are compared with actual observations of the process in order to assess their quality. Conformance checking techniques are a way to visualize the differences between assumed process represented in the model and the real process in the event log, pinpointing possible problems to address, and the business process management results that rely on these models.
This book combines both application and research perspectives. It provides concrete use cases that illustrate the problems addressed by the techniques in the book, but at the same time, it contains complete conceptualization and formalization of the problem and the techniques, and through evaluations on the quality and the performance of the proposed techniques. Hence, this book brings the opportunity for business analysts willing to improve their organization processes, and also data scientists interested on the topic of process-oriented data science.
商品描述(中文翻譯)
過程挖掘技術可以用來發現、分析和改善實際過程,通過從觀察到的行為中提取模型。本書的目標是符合性檢查(conformance checking),這是過程挖掘的主要領域之一。在符合性檢查中,現有的過程模型與實際的過程觀察進行比較,以評估其質量。符合性檢查技術是一種可視化假設過程(在模型中表示)與事件日誌中的實際過程之間差異的方法,幫助找出需要解決的潛在問題,以及依賴這些模型的業務過程管理結果。
本書結合了應用和研究的視角。它提供了具體的使用案例,說明本書技術所解決的問題,同時也包含了問題和技術的完整概念化和形式化,並通過對所提技術的質量和性能的評估。因此,本書為希望改善其組織過程的業務分析師以及對過程導向數據科學主題感興趣的數據科學家提供了機會。