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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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Vertex Nomination Via Local Neighborhood Matching


Jul 22, 2017
Heather G. Patsolic, Youngser Park, Vince Lyzinski, Carey E. Priebe

* 20 pages, 8 figures, edits: updated abstract, corrected typos, added acknowledgements, updated code for some figures in Sections 2 and 3, results largely unchanged 

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Semiparametric spectral modeling of the Drosophila connectome


May 09, 2017
Carey E. Priebe, Youngser Park, Minh Tang, Avanti Athreya, Vince Lyzinski, Joshua T. Vogelstein, Yichen Qin, Ben Cocanougher, Katharina Eichler, Marta Zlatic, Albert Cardona


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Fast Embedding for JOFC Using the Raw Stress Criterion


Oct 31, 2016
Vince Lyzinski, Youngser Park, Carey E. Priebe, Michael W. Trosset

* 43 pages, 10 figures, 3 tables 

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Community Detection and Classification in Hierarchical Stochastic Blockmodels


Aug 26, 2016
Vince Lyzinski, Minh Tang, Avanti Athreya, Youngser Park, Carey E. Priebe

* 17 pages, 7 figures 

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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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On the Incommensurability Phenomenon


Feb 06, 2015
Donniell E. Fishkind, Cencheng Shen, Youngser Park, Carey E. Priebe


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Techniques for clustering interaction data as a collection of graphs


Jan 10, 2015
Nam H. Lee, Carey Priebe, Youngser Park, I-Jeng Wang, Michael Rosen


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Automatic Dimension Selection for a Non-negative Factorization Approach to Clustering Multiple Random Graphs


Sep 09, 2014
Nam H. Lee, I-Jeng Wang, Youngser Park, Care E. Priebe, Michael Rosen

* This paper has been withdrawn by the author due to a newer version with overlapping contents 

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Seeded Graph Matching Via Joint Optimization of Fidelity and Commensurability


Jan 16, 2014
Vince Lyzinski, Sancar Adali, Joshua T. Vogelstein, Youngser Park, Carey E. Priebe

* 18 pages, 5 figures 

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