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Computational Social Science

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Overview

Computational social science is an approach increasingly influential in a broad range of social sciences. It involves building a computer program model that represents a theory and then ‘executing’ the program and observing the output as a way of validating the theory, making predictions about the social world or exploring the implications of social interventions.

Computational Social Science, a four volume set republishes the widely dispersed key articles in the emerging field of computational social science.

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Product Details

Meet the Author

Nigel Gilbert read for a first degree in Engineering, intending to go into the computer industry. However, he was lured into sociology and obtained his doctorate on the sociology of scientific knowledge from the University of Cambridge, under the supervision of Michael Mulkay. His research and teaching interests have reflected his continuing interest in both sociology and computer science (and engineering more widely).

His main research interests are processual theories of social phenomena, the development of computational sociology and the methodology of computer simulation, especially agent-based modelling. He is Director of the Centre for Research in Social Simulation.

He is also Director of the University's Institute of Advanced Studies and responsible for its development as a leading centre for intellectual interchange.

He is the author or editor of several textbooks on sociological methods of research and statistics and editor of the Journal of Artificial Societies and Social Simulation.

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Table of Contents

VOLUME 1
Introduction
Why Agents? On the varied motivations for agent computing in the social sciences - Robert L. Axtell
On Generating Hypotheses Using Computer Simulations - Kathleen M. Carley
The Computer as a Laboratory - John L. Casti
Learning to Speculate: Experiments with artificial and real agents - John Duffy
Agent-Based Computational Models and Generative Social Science - Joshua M. Epstein
Seeing Around Corners - J. Rauch
Precursors and Early Work
A Computer Simulation of Community Referendum Controversies - Robert P. Abelson and Alex Bernstein
A Monte Carlo Approach to Diffusion - T. Hagerstrand
Flocks, Herds, and Schools: A distributed behavioral model - Craig W. Reynolds
The Checkerboard Model of Social Interaction - J.M. Sakoda
Dynamic Models of Segregation - T.C. Schelling
Negotiation as a Metaphor for Distributed Problem Solving - R.G. Smith and R. Davis
Agent-based Computational Economics
Auctions with Artificial Adaptive Agents - James Andreoni and John H. Miller
Competing Technologies, Increasing Returns, and Lock-In by Historical Events - W. Brian Arthur
Why Are We Simulating Anyway? Some answers from economics - E. Chattoe
The Emergence of Economic Classes in an Agent-Based Bargaining Model - Joshua M. Epstein, Robert L. Axtell and P. Young
Artificial Adaptive Agents in Economic Theory - John H. Holland and John H. Miller
Evolving Market Structure: An ACE model of price dispersion and loyalty - Alan P. Kirman and Nicolaas J. Vriend
Artificial Worlds and Economics, Part II - David A. Lane
Modeling Macroeconomies as Open-Ended Dynamic Systems of Interacting Agents - L. LeBaron and L. Tesfatsion
Why are Economists Sceptical about Agent-based Simulations? - Roberto Leombruni and Matteo Richiardi
Agent-Based Modelling - A Methodology for the Analysis of Qualitative Development Processes - Andreas Pyka and Thomas Grebel
VOLUME 2
Modelling Sociality
Symbolic Interactionist Modeling: The coevolution of symbols and institutions - D.V. Duong
Modeling Sociality: The view from Europe - Nigel Gilbert
The Emergence of Computational Sociology - N.P. Hummon and T.J. Fararo
From Factors to Actors: Computational sociology and agent-based modeling - Michael M. Macy and Robert Willer
Exploration and Exploitation in Organizational Learning - James G. March
Multi-Agent Systems for the Simulation of Land-Use and Land-Cover Change: A review - Dawn C. Parker, Steven Manson, Marco A. Janssen, Matthew J. Hoffmann and Peter Deadman
Multi-Agent Dependence by Dependence Graphs - Jaime S. Sichman and Rosario Conte
Groups
Sociophysics: A new approach of sociological collective behavior - Serge Galam, Y. Gefen and Y. Shapir
Towards a Theory of Collective Phenomena: Consensus and attitude changes in groups - Serge Galam and Serge Moscovici
Status and Participation in Task Groups: A dynamic network model - John Skvoretz and Thomas J. Fararo
Organisations
A Garbage Can Model of Organizational Choice - Michael D. Cohen, James G. March and Johan P. Olsen
Societies
Population Growth and Collapse in a Multiagent Model of the Kayenta Anasazi in Long House Valley - Robert L. Axtell, Joshua M. Epstein, Jeffrey S. Dean, George J. Gumerman, et al
The "Wedding-Ring": An agent-based marriage model based on social interaction - F. Billari, A. Prskawetz, B.A. Diaz and T. Fent
The EOS Project: Integrating two models of palaeolithic social change - Jim Doran and Mike Palmer
Persuasion Dynamics - Gérard Weisbuch, Guillaume Deffuant and Frédéric Amblard
Networks
The Structure of Scientific Collaboration Networks - M.E.J. Newman
Opinion Evolution in Closed Community - Katarzyna Sznajd-Weron and Jósef Sznajd
The "New" Science of Network - Duncan J. Watts
VOLUME 3
Social Dilemmas
Agent-Based Simulation in the Study of Social Dilemmas - N.M. Gotts, J.G. Polhill and A.N.R. Law
Learning, Signaling, and Social Preferences in Public-Good Games - Marco A. Janssen and T.K. Ahn
Nucleus and Shield: The evolution of social structure in the iterated prisoner's dilemma - Bjørn Lomborg
Cognition and Norms
An Evolutionary Approach to Norms - Robert Axelrod
Simulating Fishermen Society - François Bousquet, C. Cambier, C. Mullon, P. Morand, and J. Quensiere
The Emperor's Dilemma: A computational model of self-enforcing norms - Damon Centola, Robert Willer and Michael M. Macy
Understanding the Functions of Norms in Social Groups through Simulation - Roasario Conte and Christiano Castelfranchi
Evolving Specialisation, Altruism and Group-Level Optimisation Using Tags - David Hales
The Evolution of Ethnocentrism - Ross A. Hammond and Robert Axelrod
Fashions, Habits and Changing Preferences: Simulation of psychological factors affecting market dynamics - Marco A. Janssen and Wander Jager
Modeling Agents within a BDI Architecture - Anand S. Rao and Michael P. Georgeff
A Multi-Agent Model for Describing Transhumance in North Cameroon: Comparison of different rationality to develop a routine - Juliette Rouchier, François Bousquet, Mélanie Requier-Desjardins and Martine Antona
The Evolution of Communication Systems by Adaptive Agents - Luc Steels
Cognitive Science Meets Multi-Agent Systems: A prolegomenon - Ron Sun
Methodology
From KISS to KIDS - An 'Anti-simplistic' Modelling Approach - Bruce Edmonds and Scott Moss
VOLUME IV
Emergence
Varieties of Emergence - Nigel Gilbert
Computation at the Edge of Chaos: Phase transitions and emergent computation - C.G. Langton
Emergent Properties of Balinese Water Temple Networks: Coadaptation on a rugged fitness landscape - J. Stephen Lansing and James N. Kremer
The Standing Ovation Problem - John H. Miller and Scott E. Page
Artificial Societies: Multiagent systems and the micro-macro link in sociological theory - R. Keith Sawyer
Computational Models of Emergent Properties - John Symons
Tools and Techniques
Advancing the Art of Simulation in the Social Sciences - Robert Axelrod
Multi-Agent Systems and Role Games: Collective learning processes for ecosystem management - François Bousquet, O. Barreteau, P. D'Aquino, M. Etienne, S. Boissau, S. Aubert, et al.
Agent-Based Modeling vs. Equation-Based Modeling: A case study and users' guide - H. Van Dyke Parunak, Robert Savit and Rick L. Riolo
How to Build and Use Agent-Based Models in Social Science - Nigel Gilbert and P. Terna
A Standard Protocol for Describing Individual-Based and Agent-Based Models - Volker Grimm, Uta Berger, Finn Bastiansen, Sigrunn Eliassen, et al.
Cellular Automata in the Social Sciences: Perspectives, restrictions and artifacts - R. Hegselmann
Agent-Based Simulation Platforms: Review and development recommendations - Steven F. Railsback, Steven L. Lytinen and Stephen K. Jackson
A Common Protocol for Agent-Based Social Simulation - Metteo Richiardi, Roberto Leombruni, Nicole Saam and Michele Sonnessa
Validation
Aligning Simulation Models: A case study and results - Robert L. Axtell, Robert Axelrod, Joshua M. Epstein and Michael D. Cohen
Validation, Verification, and Testing Techniques throughout the Life Cycle of a Simulation Study - Osman Balci
Sociology and Simulation: Statistical and qualitative cross-validation - Scott Moss and Bruce Edmonds
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