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Nonparametric Variable Screening with Optimal Decision Stumps

Nov 05, 2020
Jason M. Klusowski, Peter M. Tian


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Good linear classifiers are abundant in the interpolating regime

Jun 22, 2020
Ryan Theisen, Jason M. Klusowski, Michael W. Mahoney


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Sparse learning with CART

Jun 07, 2020
Jason M. Klusowski


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Global Capacity Measures for Deep ReLU Networks via Path Sampling

Oct 22, 2019
Ryan Theisen, Jason M. Klusowski, Huan Wang, Nitish Shirish Keskar, Caiming Xiong, Richard Socher


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Best Split Nodes for Regression Trees

Aug 05, 2019
Jason M. Klusowski


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Complexity, Statistical Risk, and Metric Entropy of Deep Nets Using Total Path Variation

Feb 06, 2019
Andrew R. Barron, Jason M. Klusowski


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Risk Bounds for High-dimensional Ridge Function Combinations Including Neural Networks

Oct 29, 2018
Jason M. Klusowski, Andrew R. Barron

* Submitted to Annals of Statistics 

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Estimating the Coefficients of a Mixture of Two Linear Regressions by Expectation Maximization

Oct 16, 2018
Jason M. Klusowski, Dana Yang, W. D. Brinda


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Complete Analysis of a Random Forest Model

Sep 21, 2018
Jason M. Klusowski


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Approximation and Estimation for High-Dimensional Deep Learning Networks

Sep 18, 2018
Andrew R. Barron, Jason M. Klusowski


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Estimating the Number of Connected Components in a Graph via Subgraph Sampling

Aug 08, 2018
Jason M. Klusowski, Yihong Wu


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Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $ \ell^1 $ and $ \ell^0 $ Controls

May 23, 2018
Jason M. Klusowski, Andrew R. Barron


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Counting Motifs with Graph Sampling

Feb 21, 2018
Jason M. Klusowski, Yihong Wu


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Finite-sample risk bounds for maximum likelihood estimation with arbitrary penalties

Dec 29, 2017
W. D. Brinda, Jason M. Klusowski

* To appear in IEEE Transactions on Information Theory, 2018 

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Minimax Lower Bounds for Ridge Combinations Including Neural Nets

Feb 09, 2017
Jason M. Klusowski, Andrew R. Barron


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Statistical Guarantees for Estimating the Centers of a Two-component Gaussian Mixture by EM

Aug 07, 2016
Jason M. Klusowski, W. D. Brinda


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