Spectral Clustering and Block Models: A Review And A New Algorithm

August 07, 2015 · The Cartographer · 🏛 arXiv.org

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"Title-pattern auto-detect: Spectral Clustering and Block Models: A Review And A New Algorithm"

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Authors Sharmodeep Bhattacharyya, Peter J. Bickel arXiv ID 1508.01819 Category math.ST Cross-listed cs.SI, stat.ML Citations 9 Venue arXiv.org Last Checked 10 days ago
Abstract
We focus on spectral clustering of unlabeled graphs and review some results on clustering methods which achieve weak or strong consistent identification in data generated by such models. We also present a new algorithm which appears to perform optimally both theoretically using asymptotic theory and empirically.
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