Jason M. Klusowski

activity

20162026

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

17 citations · 42 across the 26 of their papers we have counts for

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Showing 2017 · stat.MLShow all

2 papers · 2 filters

stat.ML2017

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

Jason M. Klusowski, Dana Yang, W. D. Brinda

We give convergence guarantees for estimating the coefficients of a symmetric mixture of two linear regressions by expectation maximization (EM). In particular, we show that the em…

stat.ML2017★ 1 cited

Minimax Lower Bounds for Ridge Combinations Including Neural Nets

Jason M. Klusowski, Andrew R. Barron

Estimation of functions of $d$ variables is considered using ridge combinations of the form $\sum_{k = 1}^{m} c_{1, k} ϕ (\sum_{j = 1}^{d} c_{0, j, k} x_{j} - b_{k})$ where th…