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Genetic Algorithms Essay Preview: Genetic Algorithms Report this essay Genetic Algorithms Description Genetic algorithms “represent a powerful and robust approach for developing heuristics for large-scale combinatorial optimisation problems” (The contribution of neural networks and genetic algorithms to business decision support-Academic myth or practical solution. Metaxiotis, Kostas & Psarras, John) This means that a genetic algorithm.