An Introduction to Agent-Based Modeling

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Release : 2015-04-03
Genre : Computers
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Book Rating : 894/5 ( reviews)

An Introduction to Agent-Based Modeling - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook An Introduction to Agent-Based Modeling write by Uri Wilensky. This book was released on 2015-04-03. An Introduction to Agent-Based Modeling available in PDF, EPUB and Kindle. A comprehensive and hands-on introduction to the core concepts, methods, and applications of agent-based modeling, including detailed NetLogo examples. The advent of widespread fast computing has enabled us to work on more complex problems and to build and analyze more complex models. This book provides an introduction to one of the primary methodologies for research in this new field of knowledge. Agent-based modeling (ABM) offers a new way of doing science: by conducting computer-based experiments. ABM is applicable to complex systems embedded in natural, social, and engineered contexts, across domains that range from engineering to ecology. An Introduction to Agent-Based Modeling offers a comprehensive description of the core concepts, methods, and applications of ABM. Its hands-on approach—with hundreds of examples and exercises using NetLogo—enables readers to begin constructing models immediately, regardless of experience or discipline. The book first describes the nature and rationale of agent-based modeling, then presents the methodology for designing and building ABMs, and finally discusses how to utilize ABMs to answer complex questions. Features in each chapter include step-by-step guides to developing models in the main text; text boxes with additional information and concepts; end-of-chapter explorations; and references and lists of relevant reading. There is also an accompanying website with all the models and code.

Agent-Based Models

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Release : 2008
Genre : Computers
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Book Rating : 645/5 ( reviews)

Agent-Based Models - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Agent-Based Models write by Nigel Gilbert. This book was released on 2008. Agent-Based Models available in PDF, EPUB and Kindle. Aimed at readers with minimal experience in computer programming, this brief book provides a theoretical and methodological rationale for using ABM in the social sciences. It goes on to describe some carefully chosen examples from different disciplines, illustrating different approaches to ABM. It concludes with practical advice about how to design and create ABM, a discussion of validation procedures, and some guidelines about publishing articles based on ABM.

Agent-Based and Individual-Based Modeling

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Release : 2019-03-26
Genre : Science
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Book Rating : 836/5 ( reviews)

Agent-Based and Individual-Based Modeling - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Agent-Based and Individual-Based Modeling write by Steven F. Railsback. This book was released on 2019-03-26. Agent-Based and Individual-Based Modeling available in PDF, EPUB and Kindle. The essential textbook on agent-based modeling—now fully updated and expanded Agent-Based and Individual-Based Modeling has become the standard textbook on the subject for classroom use and self-instruction. Drawing on the latest version of NetLogo and fully updated with new examples, exercises, and an enhanced text for easier comprehension, this is the essential resource for anyone seeking to understand how the dynamics of biological, social, and other complex systems arise from the characteristics of the agents that make up these systems. Steven Railsback and Volker Grimm lead students stepwise through the processes of designing, programming, documenting, and doing scientific research with agent-based models, focusing on the adaptive behaviors that make these models necessary. They cover the fundamentals of modeling and model analysis, introduce key modeling concepts, and demonstrate how to implement them using NetLogo. They also address pattern-oriented modeling, an invaluable strategy for modeling real-world problems and developing theory. This accessible and authoritative book focuses on modeling as a tool for understanding real complex systems. It explains how to pose a specific question, use observations from actual systems to design models, write and test software, and more. A hands-on introduction that guides students from conceptual design to computer implementation to analysis Filled with new examples and exercises and compatible with the latest version of NetLogo Ideal for students and researchers across the natural and social sciences Written by two leading practitioners Supported by extensive instructional materials at www.railsback-grimm-abm-book.com

Agent-Based Modelling of Socio-Technical Systems

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Release : 2012-10-08
Genre : Computers
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Book Rating : 333/5 ( reviews)

Agent-Based Modelling of Socio-Technical Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Agent-Based Modelling of Socio-Technical Systems write by Koen H. van Dam. This book was released on 2012-10-08. Agent-Based Modelling of Socio-Technical Systems available in PDF, EPUB and Kindle. Decision makers in large scale interconnected network systems require simulation models for decision support. The behaviour of these systems is determined by many actors, situated in a dynamic, multi-actor, multi-objective and multi-level environment. How can such systems be modelled and how can the socio-technical complexity be captured? Agent-based modelling is a proven approach to handle this challenge. This book provides a practical introduction to agent-based modelling of socio-technical systems, based on a methodology that has been developed at TU Delft and which has been deployed in a large number of case studies. The book consists of two parts: the first presents the background, theory and methodology as well as practical guidelines and procedures for building models. In the second part this theory is applied to a number of case studies, where for each model the development steps are presented extensively, preparing the reader for creating own models.

Introduction to Discrete Event Simulation and Agent-based Modeling

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Release : 2011-01-12
Genre : Technology & Engineering
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Book Rating : 394/5 ( reviews)

Introduction to Discrete Event Simulation and Agent-based Modeling - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Introduction to Discrete Event Simulation and Agent-based Modeling write by Theodore T. Allen. This book was released on 2011-01-12. Introduction to Discrete Event Simulation and Agent-based Modeling available in PDF, EPUB and Kindle. Discrete event simulation and agent-based modeling are increasingly recognized as critical for diagnosing and solving process issues in complex systems. Introduction to Discrete Event Simulation and Agent-based Modeling covers the techniques needed for success in all phases of simulation projects. These include: • Definition – The reader will learn how to plan a project and communicate using a charter. • Input analysis – The reader will discover how to determine defensible sample sizes for all needed data collections. They will also learn how to fit distributions to that data. • Simulation – The reader will understand how simulation controllers work, the Monte Carlo (MC) theory behind them, modern verification and validation, and ways to speed up simulation using variation reduction techniques and other methods. • Output analysis – The reader will be able to establish simultaneous intervals on key responses and apply selection and ranking, design of experiments (DOE), and black box optimization to develop defensible improvement recommendations. • Decision support – Methods to inspire creative alternatives are presented, including lean production. Also, over one hundred solved problems are provided and two full case studies, including one on voting machines that received international attention. Introduction to Discrete Event Simulation and Agent-based Modeling demonstrates how simulation can facilitate improvements on the job and in local communities. It allows readers to competently apply technology considered key in many industries and branches of government. It is suitable for undergraduate and graduate students, as well as researchers and other professionals.