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Abstract:
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Multi-objective evolutionary algorithms using niching strategies fail to provide any information about the global density of the non-dominated front. This paper shows how the diversity of solutions can also be affected without adopting any explicit niching strategy, and by aiding the evolutionary algorithm with simple information pertaining to the global density of the non-dominated front. The concepts here are formulated for two objective problems and embedded into a real parameter elitist evolutionary algorithm.
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