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This paper studies the problem of estimating the grahpon model - the underlying generating mechanism of a network.
On random graphs, I
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Perturbation Theory for Linear Operators
T. Kato · 1966
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Piecewise-polynomial approximations of functions of the classes W p α W_{p}^{\alpha}
M. S. Birman and M. Z. Solomyak · 1967
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M. S. Birman and M. Z. Solomyak · 1977
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P. W. Holland, K. B. Laskey, and S. Leinhardt · 1983
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G. Little and J. Reade · 1984
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V. I. Koltchinskii · 1998
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V. Koltchinskii and E. Giné · 2000
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Latent space approaches to social network analysis
P. D. Hoff, A. E. Raftery, and M. S. Handcock · 2002
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U. Feige and E. Ofek · 2005
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U. von Luxburg, O. Bousquet, and M. Belkin · 2005
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L. Lovász and B. Szegedy · 2006
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M. S. Handcock, A. E. Raftery, and J. M. Tantrum · 2007
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C. Borgs, J. T. Chayes, L. Lovász, V. T. Sós, and K. Vesztergombi · 2008
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Introduction to Nonparametric Estimation
A. B. Tsybakov · 2008
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High-quality binary protein interaction map of the yeast interactome network
H. Yu, P. Braun, M. A. Yıldırım, I. Lemmens, K. Venkatesan, J. Sahalie, T. Hirozane-Kishikawa, F. Gebreab, N. Li, N. Simonis, et al · 2008
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G. Leoni · 2009
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K. Miller, M. I. Jordan, and T. L. Griffiths · 2009
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Rank penalized estimators for high-dimensional matrices
O. Klopp et al · 2011
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V. Koltchinskii, K. Lounici, A. B. Tsybakov, et al · 2011
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Nonparametric estimation and testing of exchangeable graph models
J. Yang, C. Han, and E. Airoldi · 2014
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Detection in the stochastic block model with multiple clusters: proof of the achievability conjectures, acyclic bp, and the information-computation gap
E. Abbe and C. Sandon · 2015
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Private graphon estimation for sparse graphs
C. Borgs, J. Chayes, and A. Smith · 2015
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Matrix estimation by universal singular value thresholding
S. Chatterjee · 2015
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Rate-optimal graphon estimation
C. Gao, Y. Lu, H. H. Zhou, et al · 2015
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Oracle inequalities for network models and sparse graphon estimation
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H. König · 2013
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Semidefinite programs for exact recovery of a hidden community
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M. Pensky · 2016
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Stochastically transitive models for pairwise comparisons: Statistical and computational issues
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