International Journal of Bio-Inspired Computation · 2011 · 50 citations · 30 references
ComputingComputer ScienceAlgorithmsArtificial IntelligenceCombinatorial OptimizationComputational ComplexityEvolutionary ComputationGenetic AlgorithmsHeuristic SearchMetaheuristic OptimizationNp-complete ProblemsNp-hardnessPopulation-based OptimizationProblem HardnessWisdom Of Crowds
The paper describes a novel algorithm, inspired by the phenomenon of wisdom of crowds, for solving instances of NP-hard problems. The proposed approach achieves superior performance compared to the genetic algorithm-based approach and requires modest computational resources. On average, a 6%–9% improvement in quality of solutions has been observed.
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Genetic algorithms in search, optimization, and machine learning
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