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Adaptive Learning by Genetic Algorithms : Adaptive Learning by Genetic Algorithms Analytical - Herbert Dawid

Adaptive Learning by Genetic Algorithms

Adaptive Learning by Genetic Algorithms Analytical

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Published: 15th April 1999
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The fact that I have the opportunity to present a second edition of this monograph is an indicator for the growing size of the community concerned with agent-based computational economics. The rapid developments in this field make it very difficult to keep a volume like this, which is partly devoted to surveying the literature, up to date. I have done my best to incorporate the relevant new developments in this revised edition but it is in the nature of such a work that the selection of material covered is biased by the authors personal interest and his informational constraints. My apologies go to all researchers in this field whose work is not or not adequately represented in this book. Besides the correction of some errors and typos several additions have been made. In the literature survey sections 2.4 (which was also reorganized) and 3.5 new material was added. I have also added a new section in chapter 3 which deals with the question how well empirically observed phenomena can be explained by GA simulations. A new section in chapter 6 presents a rather extensive analysis of the behavior of a two population GA in the framework of a sealed bid double auction market. Further minor additions and changes were made throughout the text.

Introductionp. 1
Bounded Rationality and Artificial Intelligencep. 7
Genetic Algorithmsp. 41
Genetic Algorithms with a State Dependent Fitness Functionp. 71
Genetic Learning in Evolutionary Gamesp. 97
Simulations with Genetic Algorithms in Economic Systemsp. 121
Stability and Encodingp. 161
Conclusionsp. 169
Basic Definitions and Results Usedp. 171
Calculation of the Equilibria of the Evolutionary Games in Chapter 5p. 175
Proof of Proposition 6.3.1p. 181
Referencesp. 183
List of Figuresp. 193
List of Tablesp. 197
Indexp. 199
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9783540656074
ISBN-10: 3540656073
Audience: Professional
Format: Hardcover
Language: English
Number Of Pages: 200
Published: 15th April 1999
Publisher: Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
Country of Publication: DE
Dimensions (cm): 23.5 x 15.5  x 1.91
Weight (kg): 1.08
Edition Number: 2
Edition Type: Revised