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Andrew R. Barron

Improved MDL Estimators Using Fiber Bundle of Local Exponential Families for Non-exponential Families

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Nov 07, 2023
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Complexity, Statistical Risk, and Metric Entropy of Deep Nets Using Total Path Variation

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Feb 06, 2019
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Risk Bounds for High-dimensional Ridge Function Combinations Including Neural Networks

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Oct 29, 2018
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Approximation and Estimation for High-Dimensional Deep Learning Networks

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Sep 18, 2018
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Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $ \ell^1 $ and $ \ell^0 $ Controls

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May 23, 2018
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Minimax Lower Bounds for Ridge Combinations Including Neural Nets

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Feb 09, 2017
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Least Squares Superposition Codes of Moderate Dictionary Size, Reliable at Rates up to Capacity

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Jun 18, 2010
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