| | |
Summary: B2.7.2 NK Fitness Landscapes
Lee Altenberg
Hawai`i Institute of Geophysics and Planetology, University of Hawai`i at Manoa,
Honolulu, HI U.S.A. Internet: altenber@mhpcc.edu
November 27, 1996
Abstract
NK fitness landscapes are stochastically generated fitness functions on bit
strings, parameterized (with ¡ genes and ¢ interactions between genes) so as to
make them tunably `rugged'. Under the `natural' genetic operators of bit-flipping
mutation or recombination, NK landscapes produce multiple domains of attrac-
tion for the evolutionary dynamics. NK landscapes have been used in models of
epistatic gene interactions, coevolution, genome growth, and Wright's shifting bal-
ance model of adaptation. Theory for adaptive walks on NK landscapes has been
derived, and generalizations that extend beyond Kauffman's original framework
have been utilized in these applications.
Keywords:
adaptive landscape, adaptive walk, coevolution, computational complexity, `edge of
chaos', epistasis, `House of Cards' model, multiple domains of attraction, pleiotropy,
random field, random number generators, `Red Queen' Hypothesis, representation
|