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Agent-Based Computational Economics : How the idea originated and where it is going.

Author: Shu-Heng Chen
Publisher: London : Taylor and Francis, 2017.
Series: Routledge Advances in Experimental and Computable Economics
Edition/Format:   eBook : Document : English : First editionView all editions and formats
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,  Read more...
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Details

Genre/Form: Electronic books
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Shu-Heng Chen
ISBN: 9781315734422 1315734427
OCLC Number: 1014352659
Description: 1 online resource : text file, PDF
Contents: Part PART I Ideas and structures of the book --
chapter 1 Economics in an interdisciplinary context --
chapter 2 Agent-based modeling in the social sciences --
part PART II Origins of ACE --
chapter 3 The markets origin --
chapter 4 Cellular automata --
chapter 5 Economic tournament origin --
chapter 6 Agent-based modeling of economic experiments --
part PART III Designing artificial economic agents --
chapter 7 Calibrated artificial agents --
chapter 8 Zero-intelligence agents in the DA markets --
chapter 9 Autonomous agents in the DA markets --
part PART IV Computational intelligence --
chapter 10 Reinforcement learning --
chapter 11 Fuzzy logic and rough sets --
chapter 12 Artificial neural networks --
chapter 13 Evolutionary computation --
part PART V Agent-based financial markets --
chapter 14 Artificial financial markets with programmed agents --
chapter 15 Artificial financial markets with autonomous agents --
chapter 16 Empirically based agent-based models --
part PART VI Cognitive and psychological agent-based modeling --
chapter 17 Economic significance of personal traits --
chapter 18 Neuroeconomic agents --
chapter 19 Cognitive agents --
chapter 20 Culturally sensitive agents --
chapter 21 Agent-based lottery market --
part PART VII Networks --
chapter 22 Graphs and social networks --
part PART VIII Economics of changes --
chapter 23 Agent-based modular economy --
chapter 24 Epilogue.
Series Title: Routledge Advances in Experimental and Computable Economics

Abstract:

"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. This book will be of interest to graduate students researching computational economics, experimental economics, behavioural economics, and research methodology."--Provided by publisher.

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