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Evolutionary Computation Using Interaction among Genetic Evolution, Individual Learning and Social Learning.

Authors :
Hashimoto, Takashi
Warashina, Katsuhide
Source :
Pricai 2008: Trends in Artificial Intelligence; 2008, p152-163, 12p
Publication Year :
2008

Abstract

This paper studies the characteristics of interaction among genetic evolution, individual learning and social learning using an evolutionary computation system with NK fitness landscape, both under static and dynamic environments. We show conditions for effective social learning: at least 1.5 times lighter cost of social learning than that of individual learning, beneficial teaching action, low epistasis and dynamic environment. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540891963
Database :
Complementary Index
Journal :
Pricai 2008: Trends in Artificial Intelligence
Publication Type :
Book
Accession number :
76829947
Full Text :
https://doi.org/10.1007/978-3-540-89197-0_17