Agent-Based Models with MATLAB

Agent-Based Models with MATLAB

Agent-Based Models with MATLAB

Author: Erik Cuevas (Author), Karla Avila (Author), Miguel Islas Toski (Author), Héctor Escobar (Author)

Publisher finelybook 出版社:‏ ‎ Morgan Kaufmann

Edition 版本:‏ ‎ 1st edition

Publication Date 出版日期:‏ ‎ 2025-02-5

Language 语言: ‎ English

Print Length 页数: ‎ 336 pages

ISBN-10: ‎ 0443240043

ISBN-13: ‎ 9780443240041

Book Description

Agent-Based Models with MATLAB introduces Agent-Based Modeling (ABM), one of the most important methodologies for complex systems modeling. The book explores computational implementations and accompanying MATLAB software code as a means of inspiring readers to apply agent-based models to solve a diverse range of problems. It comes with a large amount of software code that accompanies the main text, and the modeling systems described in the book are implemented using MATLAB as the programming language. Despite the heavy mathematical components of Agent-Based Models and complex systems, it is possible to utilize these models without in-depth understanding of their mathematical fundamentals.

This book enables computer scientists, mathematicians, researchers, and engineers to apply ABM in a wide range of research and engineering applications. It gradually advances from basic to more advanced methods while reinforcing complex systems through practical, hands-on applications of various computational models.

  • Considers the most crucial methods and models of Agent-Based Models and complex systems
  • Demonstrates how to use computational implementations in applying Agent-Based Models to solve a diverse range of scientific research and engineering problems
  • Provides a wide range of hands-on implementation examples, along with MATLAB software code readers can experiment with and modify

Review

Presents Agent-Based Models of complex systems through hands-on programming code examples in MATLAB

From the Back Cover

As the world becomes more complicated and linked, many of our research questions can no longer be answered using straightforward models. Agent-Based Models with MATLAB introduces one of the most important methodologies for complex systems modeling, called Agent-Based Modeling (ABM), using computational implementations and accompanying MATLAB software code as a means of inspiring readers to apply agent-based models to solve a diverse range of problems. Observing the implementation of a particular approach through code can be helpful for readers, even those with strong mathematical abilities, as it eliminates ambiguities and uncertainties, making the material easier to grasp and communicate. The book comes with a large amount of software code accompanying the main text, and the modeling systems described in the book are implemented using MATLAB as the programming language. Despite the heavy mathematical components of Agent-Based Models and complex systems, it is possible to utilize these models without in-depth understanding of their mathematical fundamentals. For many readers, a more feasible goal is to grasp the concepts of these models through programming instead of mathematical formulations. Agent-Based Models with MATLAB enables computer scientists, mathematicians, researchers and engineers to apply ABM in a wide range of research and engineering applications. The book gradually advances from basic to more advanced methods, while reinforcing understanding of complex systems through practical, hands-on applications of various computational models.

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