Kniha Adaptive Learning by Genetic Algorithms Herbert Dawid

Adaptive Learning by Genetic Algorithms

Analytical Results and Applications to Economic Models

Autor: Herbert Dawid
Jazyk: Angličtina
Vazba: Pevná
Dostupnost: Skladem u dodavatele
Odesíláme za 10-13 dnů
2 286
This book deals with the learning behavior of boundedly rational agents in economic systems. In part...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
1999
Stránek
200
EAN
9783540656074
ISBN
3540656073
Enbook ID
01566899
Hmotnost
1080
Rozměry
155 x 235 x 17

Kompletní popis

This book deals with the learning behavior of boundedly rational agents in economic systems. In particular, the modeling of learning populations by genetic algorithms is studied in detail. After an extensive review and discussion of the existing literature in the first part, a mathematical analysis of the dynamic properties of genetic algorithm learning in the general framework of systems with a state dependent fitness function is provided. It is shown that co-evolutionary economic models typically fall into this class and the usefulness of the analytical results derived is illustrated in several game theoretic and microeconomic models. The mathematical analysis is complemented by extensive simulation analyses. The last part of the book demonstrates how the obtained theory may be used to design the algorithm such that the learning of equilibria of the economic system is facilitated.

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