Computer Science – Neural and Evolutionary Computing
Scientific paper
2007-07-04
Evolutionary Computation, 2003. CEC'03 (08/12/2003) 273--280
Computer Science
Neural and Evolutionary Computing
Scientific paper
10.1109/CEC.2003.1299585
Usually the offspring-parent fitness correlation is used to visualize and analyze some caracteristics of fitness landscapes such as evolvability. In this paper, we introduce a more general representation of this correlation, the Fitness Cloud (FC). We use the bottleneck metaphor to emphasise fitness levels in landscape that cause local search process to slow down. For a local search heuristic such as hill-climbing or simulated annealing, FC allows to visualize bottleneck and neutrality of landscapes. To confirm the relevance of the FC representation we show where the bottlenecks are in the well-know NK fitness landscape and also how to use neutrality information from the FC to combine some neutral operator with local search heuristic.
Clergue Manuel
Collard Philippe
Verel Sébastien
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