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A Statistical Interpretation of Spectral Embedding: The Generalised Random Dot Product Graph

A Statistical Interpretation of Spectral Embedding: The Generalised Random Dot Product Graph

Abstract Spectral embedding is a procedure which can be used to obtain vector representations of the nodes of a graph. This paper proposes a generalisation of the latent position network model known as the random dot product graph, to allow interpretation of those vector representations as latent position estimates. The …