Munoz-Gama Conformance Checking and Diagnosis in Process Mining 9783319494500

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Автор: Munoz-Gama
Название: Conformance Checking and Diagnosis in Process Mining
ISBN: 9783319494500
Издательство: Springer
Классификация:

Политика и политический строй

Общественное управление

Математические методы анализа и информационные системы финансово-хозяйственной деятельности

Извлечение знаний из данных

ISBN-10: 3319494503
Обложка/Формат: Paperback
Страницы: 202
Вес: 0.34 кг.
Дата издания: 2016
Серия: Lecture Notes in Business Information Processing
Язык: English
Издание: 1st ed. 2016
Иллюстрации: 90 black & white illustrations, biography
Размер: 155 x 234 x 18
Читательская аудитория: Professional & vocational
Основная тема: Computer Science
Подзаголовок: Comparing Observed and Modeled Processes
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: 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.
Дополнительное описание: Introduction.- 1.1 Processes, Models, and Data.- 1.2 Process Mining.- 1.3 Conformance Checking Explained: The University Case.- 1.4 Book Outline.- Part I Conformance Checking in Process Mining.- 2 Conformance Checking and its Challenges.- 2.1 The Role of

Conformance Checking and Diagnosis in Process Mining, Munoz-Gama