Tailoring mutation to landscape properties

WG Macready - International Conference on Evolutionary Programming, 1998 - Springer
We present numerical results on Kauffman's NK landscape family indicating that the optimal
distance at which to search for fitter variants depends on both the current fitness and the …

" Optimal" mutation rates for genetic search

J Cervantes, CR Stephens - Proceedings of the 8th annual conference …, 2006 - dl.acm.org
Using a set of model landscapes we examine how different mutation rates affect different
search metrics. We show that very universal heuristics, such as 1/N and the error threshold …

Experiments with tuneable fitness landscapes

CR Reeves - International Conference on Parallel Problem Solving …, 2000 - Springer
Kauffman's NK-landscapes have become a popular tool for investigating properties of
heuristic search algorithms. In this paper we carry out some experiments with a more …

Where are bottlenecks in NK fitness landscapes?

S Verel, P Collard, M Clergue - The 2003 Congress on …, 2003 - ieeexplore.ieee.org
Usually the offspring-parent fitness correlations is used to visualize and analyze some
characteristics of fitness landscapes such as evolvability. In this paper, we introduce a more …

New methods for tunable, random landscapes

RE Smith, JE Smith - Foundations of Genetic Algorithms 6, 2001 - Elsevier
To understand the behaviour of search methods (including GAs), it is useful to understand
the nature of the landscapes they search. What makes a landscape complex to search …

The usefulness of recombination

W Hordijk, Manderick - European Conference on Artificial Life, 1995 - Springer
In this paper, we examine the usefulness of recombination from two points of view. First, the
problem of crossover disruption is investigated. This is done by comparing two Genetic …

Modeling epistatic interactions in fitness landscapes

X Hu, G Greenwood… - Proceedings of the 2000 …, 2000 - ieeexplore.ieee.org
The NK model introduced by Kauffman (1993) has been widely accepted as a formal model
of rugged fitness landscapes. It is shown that the NK model is incapable of accurately …

Maximally rugged NK landscapes contain the highest peaks

B Skellett, B Cairns, N Geard, B Tonkes… - Proceedings of the 7th …, 2005 - dl.acm.org
NK models provide a family of tunably rugged fitness landscapes used in a wide range of
evolutionary computation studies. It is well known that the average height of local optima …

On functions with a given fitness-distance relation

L Kallel, B Naudts… - Proceedings of the 1999 …, 1999 - ieeexplore.ieee.org
Recent work stresses the limitations of fitness distance correlation (FDC) as an indicator of
landscape difficulty for genetic algorithms (GAs). Realizing that the fitness distance …

Netcrawling-optimal evolutionary search with neutral networks

L Barnett - Proceedings of the 2001 Congress on Evolutionary …, 2001 - ieeexplore.ieee.org
Several studies have demonstrated that in the presence of a high degree of selective
neutrality, in particular on fitness landscapes featuring neutral networks, evolution is …