Spectral clustering and the high-dimensional Stochastic ...
Spectral clustering and the high-dimensional Stochastic Block Model Karl Rohe, Sourav Chatterjee and Bin Yu Department of Statistics University of California Berkeley, CA 94720, USA e-mail: [email protected] [email protected] [email protected] Abstract: Networks or graphs can easily represent a diverse set of data sources that are characterized by interacting units …
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IMPACT OF REGULARIZATION ON SPECTRAL CLUSTERING1 ... Berkeley The performance of spectral clustering can be considerably improved via regularization, as demonstrated empirically in Amini et al. [Ann. Statist . 41 (2013) 2097–2122]. Here, we provide an attempt at quantifying this improve-ment through theoretical analysis. Under the stochastic block model (liming), and its extensions, previous ...
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Statistics at UC Berkeley: We are a community engaged in research and education in probability and statistics. In addition to developing fundamental theory and methodology, we are actively involved in statistical problems that arise in such diverse fields as molecular biology, geophysics, astronomy, AIDS research, neurophysiology, sociology, political science, education, demography, and the U ...
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