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Agent-Based Modelling and Geographical Information Systems: A Practical Primer: Spatial Analytics and GIS

Autor Andrew Crooks, Nick Malleson, Ed Manley, Alison Heppenstall
en Limba Engleză Paperback – 26 dec 2018
This is the era of Big Data and computational social science. It is an era that requires tools which can do more than visualise data but also model the complex relation between data and human action, and interaction. Agent-Based Models (ABM) - computational models which simulate human action and interaction – do just that.
 
This textbook explains how to design and build ABM and how to link the models to Geographical Information Systems. It guides you from the basics through to constructing more complex models which work with data and human behaviour in a spatial context. All of the fundamental concepts are explained and related to practical examples to facilitate learning (with models developed in NetLogo with all code examples available on the accompanying website).  You will be able to use these models to develop your own applications and link, where appropriate, to Geographical Information Systems.
 
All of the key ideas and methods are explained in detail:
  • geographical modelling;
  • an introduction to ABM;
  • the fundamentals of Geographical Information Science;
  • why ABM and GIS;
  • using QGIS;
  • designing and building an ABM;
  • calibration and validation;
  • modelling human behavior.
An applied primer, that provides fundamental knowledge and practical skills, it will provide you with the skills to build and run your own models, and to begin your own research projects.
 
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Specificații

ISBN-13: 9781473958654
ISBN-10: 1473958652
Pagini: 408
Dimensiuni: 170 x 242 x 26 mm
Greutate: 0.75 kg
Ediția:First Edition
Editura: SAGE Publications
Colecția Sage Publications Ltd
Seria Spatial Analytics and GIS

Locul publicării:London, United Kingdom

Recenzii

A great introduction for all those interested in learning about agent-based simulation where physical space is an important factor. Importantly this integrates GIS and other common geographic approaches with simulation approaches. Both beginners and more advanced researchers will find a lot of useful information here.
A highly original textbook linking complex systems and agent-based modeling with GIS using theoretical and methodological perspectives, software implementations, and real-world applications. A much-needed book for students at all levels to learn about geosimulation and modelling with geographic automata.
This textbook is a must-have for everybody who wants to learn or know about agent-based models integrated with geographic information systems. It combines in-depth introductions to basic concepts with hands-on advice on technical detail and covers all relevant aspects. 
I fully expect to recommend individual chapters to students when they come to me with detailed questions, when they need a refresher on some of the concepts, or when they show specific knowledge gaps that need to be filled in.

Cuprins

Chapter 1 Agent-based Modelling and Geographical Information Systems
Chapter 2 Introduction to Agent-based Modelling
Chapter 3 Designing and Developing an Agent-based Model
Chapter 4 Building Agent-based Models with NetLogo
Chapter 5 Fundamentals of GIS
Chapter 6 Integrating Agent-based Models and GIS
Chapter 7 Modelling Human Behaviour
Chapter 8 Networks
Chapter 9 Spatial Statistics
Chapter 10 Evaluating Models: Verification, Calibration, Validation
Chapter 11 Alternative Modelling Approaches
Chapter 12 Summary and Outlook
Appendix

Descriere

This textbook explains how to design and build Agent Based Models and how to link them to Geographical Information Systems.