Jason M. Klusowski

activity

20162026

most citedApproximation and Estimation for High-Dimensional Deep Learning Networks

41 citations · 143 across the 39 of their papers we have counts for

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Showing 2016 · stat.MLShow all

2 papers · 2 filters

stat.ML2016★ 12 cited

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

Jason M. Klusowski, W. D. Brinda

Recently, a general method for analyzing the statistical accuracy of the EM algorithm has been developed and applied to some simple latent variable models [Balakrishnan et al. 2016…

stat.ML2016★ 8 cited

Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $ℓ^{1}$ and $ℓ^{0}$ Controls

Jason M. Klusowski, Andrew R. Barron

We establish $L^{\infty}$ and $L^{2}$ error bounds for functions of many variables that are approximated by linear combinations of ReLU (rectified linear unit) and squared ReLU r…

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

Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with ℓ1 and ℓ0 Controls

Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $ℓ^{1}$ and $ℓ^{0}$ Controls