The Chi-Square Test of Distance Correlation

Jan 22, 2020
Cencheng Shen, Joshua T. Vogelstein

* 12 pages + 8 pages appendix, 3 figures 

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High-Dimensional Independence Testing and Maximum Marginal Correlation

Jan 04, 2020
Cencheng Shen

* 20 pages, 5 page appendix, 2 figures 

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The Exact Equivalence of Independence Testing and Two-Sample Testing

Oct 20, 2019
Cencheng Shen, Carey E. Priebe, Joshua T. Vogelstein

* 27 pages main + 7 pages appendix 

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A Consistent Independence Test for Multivariate Time-Series

Aug 18, 2019
Ronak Mehta, Cencheng Shen, Ting Xu, Joghua T. Vogelstein

* 21 pages, 6 figures 

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mgcpy: A Comprehensive High Dimensional Independence Testing Python Package

Jul 18, 2019
Sambit Panda, Satish Palaniappan, Junhao Xiong, Ananya Swaminathan, Sandhya Ramachandran, Eric W. Bridgeford, Cencheng Shen, Joshua T. Vogelstein

* 15 pages, 5 figures 

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Estimating Information-Theoretic Quantities with Random Forests

Jul 03, 2019
Richard Guo, Cencheng Shen, Joshua T. Vogelstein


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Sparse Representation Classification via Screening for Graphs

Jun 04, 2019
Cencheng Shen, Li Chen, Yuexiao Dong, Carey Priebe

* Accepted at Learning and Reasoning with Graph-Structured Representations in International Conference on Machine Learning (ICML) 2019 

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Decision Forests Induce Characteristic Kernels

Nov 30, 2018
Cencheng Shen, Joshua T. Vogelstein

* 9 pages, 1 figure, 1 table 

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Random Projection Forests

Oct 10, 2018
Tyler M. Tomita, James Browne, Cencheng Shen, Jesse L. Patsolic, Jason Yim, Carey E. Priebe, Randal Burns, Mauro Maggioni, Joshua T. Vogelstein

* 46 pages; submitted to Journal of Machine Learning Research for review on 09/26/2018 

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From Distance Correlation to Multiscale Graph Correlation

Sep 30, 2018
Cencheng Shen, Carey E. Priebe, Joshua T. Vogelstein

* 39 pages + Appendix 22 pages, 6 figures 

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Discovering and Deciphering Relationships Across Disparate Data Modalities

Sep 25, 2018
Cencheng Shen, Qing Wang, Eric Bridgeford, Carey E. Priebe, Mauro Maggioni, Joshua T. Vogelstein


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The Exact Equivalence of Distance and Kernel Methods for Hypothesis Testing

Jul 09, 2018
Cencheng Shen, Joshua T. Vogelstein

* 30 pages 

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Sparse Representation Classification Beyond L1 Minimization and the Subspace Assumption

Dec 28, 2017
Cencheng Shen, Li Chen, Yuexiao Dong, Carey E. Priebe

* 8 pages, 4 figures, 2 tables 

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Manifold Matching using Shortest-Path Distance and Joint Neighborhood Selection

Apr 11, 2017
Cencheng Shen, Joshua T. Vogelstein, Carey E. Priebe

* Pattern Recognition Letters, vol. 92, pp. 41-48, 2017 
* 13 pages, 8 figures, 2 tables 

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Robust Vertex Classification

Apr 22, 2015
Li Chen, Cencheng Shen, Joshua Vogelstein, Carey Priebe

* 18 pages, 13 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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Generalized Canonical Correlation Analysis for Classification

Jun 26, 2014
Cencheng Shen, Ming Sun, Minh Tang, Carey E. Priebe

* Journal of Multivariate Analysis 130 (2014) 310-322 
* 28 pages, 3 figures, 7 tables 

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