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Graph Encoder Ensemble for Simultaneous Vertex Embedding and Community Detection (2301.11290v3)
Published 18 Jan 2023 in cs.SI, cs.LG, and stat.ML
Abstract: In this paper, we introduce a novel and computationally efficient method for vertex embedding, community detection, and community size determination. Our approach leverages a normalized one-hot graph encoder and a rank-based cluster size measure. Through extensive simulations, we demonstrate the excellent numerical performance of our proposed graph encoder ensemble algorithm.
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