IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 1997 · 84 citations · 15 references
ComputingComputer ScienceAlgorithmsEvolutionary DesignForm-findingEvolutionary ComputationEvolutionary OptimizationGenetic AlgorithmsGraph AlgorithmsPattern RecognitionSearching AlgorithmsConvergenceGenetic Algorithms For SearchGraph IsomorphismLocal SearchLocal Search AlgorithmsPremature ConvergenceSearch StrategiesSubgraph Isomorphism
Error-correcting graph isomorphism has been found useful in numerous pattern recognition applications. This paper presents a genetic-based search approach that adopts genetic algorithms as the searching criteria to solve the problem of error-correcting graph isomorphism. By applying genetic algorithms, some local search strategies are amalgamated to improve convergence speed. Besides, a selection operator is proposed to prevent premature convergence. The proposed approach has been implemented to verify its validity. Experimental results reveal the superiority of this new technique than several other well-known algorithms.
15
Genetic algorithms in search, optimization, and machine learning
Choice Reviews Online · 1989 · 49.3K citations
An Analysis Of The Behavior Of A Class Of Genetic Adaptive Systems.
Kenneth DeJong · Deep Blue (University of Michigan) · 1975 · 1.3K citations · Full text
Life Sciences, Biology, Genetics +12
J. David Schaffer, Richard A. Caruana, Larry J. Eshelman et al. · international conference on Genetic algorithms · 1989 · 892 citations
Architecture, Computational Engineering, Computer Science +14