This topic is related to a paper we recently published on this subject: P. Mansueto and F. Schoen, Memetic differential evolution methods for clustering problems“, Pattern Recognition, 114, 2021. The idea is to extend those methods and experiment with different clustering models

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Advanced memetic algorithms for clustering