SPONGE: A generalized eigenproblem for clustering signed networks

We introduce a principled and theoretically sound spectral method for k-way clustering in signed graphs, where the affinity measure between nodes takes either positive or negative values. Our approach is motivated by social balance theory, where the task of clustering aims to decompose the network i...

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Bibliographic Details
Main Authors: Cucuringu, M, Davies, P, Glielmo, A, Tyagi, H
Format: Conference item
Published: Proceedings of Machine Learning Research 2019