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. Abstract.
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, n.vriend@qmul.ac.uk Last modified 2012-12-07 |