
Global Capacity Measures for Deep ReLU Networks via Path Sampling
Classical results on the statistical complexity of linear models have co...
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Best Split Nodes for Regression Trees
Decision trees with binary splits are popularly constructed using Classi...
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Estimating the coefficients of a mixture of two linear regressions by expectation maximization
We give convergence guarantees for estimating the coefficients of a symm...
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Minimax Lower Bounds for Ridge Combinations Including Neural Nets
Estimation of functions of d variables is considered using ridge combi...
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Statistical Guarantees for Estimating the Centers of a Twocomponent Gaussian Mixture by EM
Recently, a general method for analyzing the statistical accuracy of the...
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Uniform Approximation by Neural Networks Activated by First and Second Order Ridge Splines
We establish supnorm error bounds for functions that are approximated b...
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Risk Bounds for Highdimensional Ridge Function Combinations Including Neural Networks
Let f^ be a function on R^d satisfying a spectral norm condition. Fo...
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Finitesample risk bounds for maximum likelihood estimation with arbitrary penalties
The MDL twopart coding index of resolvability provides a finitesampl...
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Complete Analysis of a Random Forest Model
Random forests have become an important tool for improving accuracy in r...
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Estimating the Number of Connected Components in a Graph via Subgraph Sampling
Learning properties of large graphs from samples has been an important p...
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Counting Motifs with Graph Sampling
Applied researchers often construct a network from a random sample of no...
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Estimation of convex supports from noisy measurements
A popular class of problem in statistics deals with estimating the suppo...
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Approximation and Estimation for HighDimensional Deep Learning Networks
It has been experimentally observed in recent years that multilayer art...
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Complexity, Statistical Risk, and Metric Entropy of Deep Nets Using Total Path Variation
For any ReLU network there is a representation in which the sum of the a...
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Jason M. Klusowski
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