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Maximum Likelihood Estimation and Graph Matching in Errorfully Observed Networks


Dec 26, 2018
Jesús Arroyo, Daniel L. Sussman, Carey E. Priebe, Vince Lyzinski


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Matched Filters for Noisy Induced Subgraph Detection


Mar 06, 2018
Daniel L. Sussman, Vince Lyzinski, Youngser Park, Carey E. Priebe

* 29 pages, 8 figures 

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Connectome Smoothing via Low-rank Approximations


Jan 18, 2018
Runze Tang, Michael Ketcha, Alexandra Badea, Evan D. Calabrese, Daniel S. Margulies, Joshua T. Vogelstein, Carey E. Priebe, Daniel L. Sussman

* 43 pages, 15 figures 

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Statistical inference on random dot product graphs: a survey


Sep 16, 2017
Avanti Athreya, Donniell E. Fishkind, Keith Levin, Vince Lyzinski, Youngser Park, Yichen Qin, Daniel L. Sussman, Minh Tang, Joshua T. Vogelstein, Carey E. Priebe

* Journal of Machine Learning Research, 2018 
* An expository survey paper on a comprehensive paradigm for inference for random dot product graphs, centered on graph adjacency and Laplacian spectral embeddings. Paper outlines requisite background; summarizes theory, methodology, and applications from previous and ongoing work; and closes with a discussion of several open problems 

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Empirical Bayes Estimation for the Stochastic Blockmodel


Feb 09, 2016
Shakira Suwan, Dominic S. Lee, Runze Tang, Daniel L. Sussman, Minh Tang, Carey E. Priebe

* to appear at Electronic Journal of Statistics 

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Analyzing statistical and computational tradeoffs of estimation procedures


Jun 25, 2015
Daniel L. Sussman, Alexander Volfovsky, Edoardo M. Airoldi


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Spectral Clustering for Divide-and-Conquer Graph Matching


Mar 12, 2015
Vince Lyzinski, Daniel L. Sussman, Donniell E. Fishkind, Henry Pao, Li Chen, Joshua T. Vogelstein, Youngser Park, Carey E. Priebe

* 32 pages, 8 figures 

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Statistical inference on errorfully observed graphs


Jul 21, 2014
Carey E. Priebe, Daniel L. Sussman, Minh Tang, Joshua T. Vogelstein

* 30 pages, 8 figures 

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A central limit theorem for scaled eigenvectors of random dot product graphs


Dec 23, 2013
Avanti Athreya, Vince Lyzinski, David J. Marchette, Carey E. Priebe, Daniel L. Sussman, Minh Tang

* 24 pages, 2 figures 

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Universally consistent vertex classification for latent positions graphs


Aug 13, 2013
Minh Tang, Daniel L. Sussman, Carey E. Priebe

* Annals of Statistics 2013, Vol. 41, No. 3, 1406-1430 
* Published in at http://dx.doi.org/10.1214/13-AOS1112 the Annals of Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical Statistics (http://www.imstat.org

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Universally Consistent Latent Position Estimation and Vertex Classification for Random Dot Product Graphs


Jul 29, 2012
Daniel L. Sussman, Minh Tang, Carey E. Priebe


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A consistent adjacency spectral embedding for stochastic blockmodel graphs


Apr 27, 2012
Daniel L. Sussman, Minh Tang, Donniell E. Fishkind, Carey E. Priebe

* 21 pages 

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