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As the network representation is widely used to describe problems inan increasing number of disciplines, novel methodologies are needed to handle suchcomplexity. In particular, cluster analysis is an interesting and challenging task inthe network framework. In this work, we focus on how to represent networks forfuzzy clustering and how to apply standard fuzzy algorithms for clustering multiplenetworks on synthetic data.