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 …
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 …
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 …
heuristic search algorithms. In this paper we carry out some experiments with a more …
Where are bottlenecks in NK fitness landscapes?
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 …
characteristics of fitness landscapes such as evolvability. In this paper, we introduce a more …
New methods for tunable, random landscapes
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 nature of the landscapes they search. What makes a landscape complex to search …
The usefulness of recombination
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 …
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 …
of rugged fitness landscapes. It is shown that the NK model is incapable of accurately …
Maximally rugged NK landscapes contain the highest peaks
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 …
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 …
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 …
neutrality, in particular on fitness landscapes featuring neutral networks, evolution is …