Bioinformatics Preprint 04-008
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Titel:
Simon Ando Decomposability and Fitness Landscapes
Author(s):
Max Shpak,
Peter F. Stadler,
Günter P. Wagner,
Lee Altenberg
Submitted for publication in:
Th. Biosc.
Abstract:
In this paper, we investigate fitness landscapes (under point mutation and
recombination) from the standpoint of whether the induced evolutionary
dynamics have a "fast slow " time scale associated with the differences in
relaxation time between local quasi equilibria and the global
equilibrium. This dynamical behavior has been formally described in the
econometrics literature in terms of the spectral properties of the
appropriate operator matrices by Simon and Ando (1961), and we use the
relations they derive to ask which fitness functions and
mutation/recombination operators satisfy these properties. It turns out
that quite a wide range of landscapes satisfy the condition (at least
trivially) under point mutation given a sufficiently low mutation rate,
while the property appears to be difficult to satisfy under genetic
recombination. In spite of the fact that Simon Ando decomposability can be
realized over fairly wide range of parameters, it imposes a number of
restrictions on which landscape partitionings are possible. For these
reasons, the Simon Ando formalism doesn t appear to be applicable to other
forms of decomposition and aggregation of variables that are important in
evolutionary systems.
Keywords:
Fitness Landscapes, Aggregation of Variables, Decomposability,
Mutation, Selection, Dynamical Systems
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Last modified: 2004-03-08 13:20:56 studla