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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Allg. & Lexika Agent-Based Business Process Simulation
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Agent-Based Business Process Simulation
Emilio Sulis, Kuldar Taveter (Broschiert, Englisch)
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Beschreibung
This book provides a conceptual clarification of the interconnections between agent-based modeling and business process management (BPM) and presents practical examples of agent-based models dealing with BPM and simulation in NetLogo. The book is structured in three parts. Part I starts with the motivation for the work and introduces the general structure of the book. Next, chapter 2 provides a… brief introduction to main BPM concepts including the business process lifecycle, which describes the analysis of an organization by means of modeling and simulation, business process performance indicators, and the automatic extraction of information from event data. Chapter 3 then offers a summary of the concept of agent and the studies concerning agent-based approaches that involve business process analysis and management studies. Part II of the book introduces in chapter 4 the NetLogo tool adopted throughout the remaining book. After that, chapter 5 focuses on agent-oriented modeling as a problem domain analysis and design approach for creating decision-support systems based on agent-based simulations. Chapter 6 further describes the topic of agent-based modeling and simulation for business process analysis. The final part III starts with chapter 7 that reviews some BPM applications by introducing programs enabling to manage models represented in standard formats, such as BPMN, Petri nets, and the eXtensible Event Stream standard language. Subsequently, chapter 8 describes a number of case studies from different areas, and eventually, chapter 9 introduces some examples of advanced topics of process mining and agent-based simulation with process discovery, conformance checking, and agent-based applications utilizing Petri nets. The book is primarily written for researchers and advanced graduate and PhD students who look for an introduction to the fruitful exploitation of agent-based modeling to business process management. The book is also useful for industry practitioners who are interested in supporting their business decisions with computational simulations. The book is complemented by a dedicated web site with lots of additional details and models in NetLogo for further evaluation by the reader. 117,69 €
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Technische Daten
Erscheinungsdatum
29.06.2022
Sprache
Englisch
EAN
9783030988180
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Emilio Sulis, Kuldar Taveter
Seitenanzahl
182
Auflage
1
Einbandart
Broschiert
Buch Untertitel
A Primer with Applications and Examples
Schlagwörter
Agent-Based Modeling, Business Process Management, BPM, Information Systems, NetLogo, Simulation and Modeling, Decision-Support Systems
Thema-Inhalt
UY - Informatik
KJQ - Wirtschaftsmathematik und -informatik, IT-Management
UF - Unternehmensanwendungen
UX - Angewandte Informatik
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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