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Agent-based computational economics : how the idea originated and where it is going

Title
Agent-based computational economics : how the idea originated and where it is going / Shu-Heng Chen.
ISBN
1315734427
1317560930
9781315734422
9781317560937
0415614880
9780415614887
Publication
London ; New York, NY : Routledge, Taylor & Francis Group, 2016.
Physical Description
1 online resource (xx, 507 pages) : illustrations
Local Notes
Access is available to the Yale community.
Access and use
Access restricted by licensing agreement.
Summary
This book aims to answer two questions that are fundamental to the study of agent-based economic models: what is agent-based computational economics and why do we need agent-based economic modelling of economy? This book provides a review of the development of agent-based computational economics (ACE) from a perspective on how artificial economic agents are designed under the influences of complex sciences, experimental economics, artificial intelligence, evolutionary biology, psychology, anthropology and neuroscience. This book begins with a historical review of ACE by tracing its origins. From a modelling viewpoint, ACE brings truly decentralized procedures into market analysis, from a single market to the whole economy. This book also reviews how experimental economics and artificial intelligence have shaped the development of ACE. For the former, the book discusses how ACE models can be used to analyse the economic consequences of cognitive capacity, personality and cultural inheritance. For the latter, the book covers the various tools used to construct artificial adaptive agents, including reinforcement learning, fuzzy decision rules, neural networks, and evolutionary computation.-- Provided by publisher.
Variant and related titles
Taylor & Francis. EBA 2024-2025.
Other formats
Print version: Chen, Shu-Heng, 1959- Agent-based computational economics. London ; New York, NY : Routledge, Taylor & Francis Group, 2016
Format
Books / Online
Language
English
Added to Catalog
October 04, 2024
Series
Routledge advances in experimental and computable economics ; 8.
Routledge advances in experimental and computable economics ; 8
Bibliography
Includes bibliographical references (pages 451-499) and index.
Contents
Economics in an interdisciplinary context
Agent-based modeling in the social sciences
The markets origin
Cellular automata
Economic tournament origin
Agent-based modeling of economic experiments
Calibrated artificial agents
Zero-intelligence agents in the DA markets
Autonomous agents in the DA markets
Reinforcement learning
Fuzzy logic and rough sets
Artificial neural networks
Evolutionary computation
Artificial financial markets with programmed agents
Artificial financial markets with autonomous agents
Empirically based agent-based models
Economic significance of personal traits
Neuroeconomic agents
Cognitive agents
Culturally sensitive agents
Agent-based lottery market
Graphs and social networks
Agent-based modular economy
Epilogue
Genre/Form
Electronic books.
Citation

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