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Ant-based clustering as a nature-inspired heuristic algorithm has been applied in a data-mining context to perform both clustering and topographic mapping. It is derived from a basic model of behavior observed in real ant colonies. Early works demonstrated some promising characteristics of the ant-based clustering, but they did not extend to improve its performance, stability, convergence, and other...
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