The Difference between Individual and Population Genetic Algorithms
Nicolaas J. Vriend, Queen Mary and Westfield College, University of London
in: W. Banzhaf, J. Daida, A.E. Eiben, M.H. Garzon, V. Honavar, M. Jakiela & R.E. Smith (Eds.), GECCO-99: Proceedings of the Genetic and Evolutionary Computation Conference, July 13-17, 1999, Orlando, Florida USA, Morgan Kaufmann, San Francisco, CA, 1999, p. 812
Full paper (PDF format)
See also: An Illustration of the Essential Difference between Individual and Social Learning, and its Consequences for Computational Analyses, Journal of Economic Dynamics and Control, 2000.
We distinguish a population learning Genetic Algorithm (or pure GA), and
an individual learning Genetic Algorithm (a GA combined with a Classifier
System). We show that for a certain class of problems these two types lead
to widely differing performances.
Nick Vriend, email@example.com
Last modified 2012-12-07