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09/08/2023
Optimal Rate of Kernel Regression in Large Dimensions
We perform a study on kernel regression for large-dimensional data (wher...
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05/12/2023
On the Optimality of Misspecified Kernel Ridge Regression
In the misspecified kernel ridge regression problem, researchers usually...
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05/04/2023
Statistical Optimality of Deep Wide Neural Networks
In this paper, we consider the generalization ability of deep wide feedf...
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03/28/2023
Kernel interpolation generalizes poorly
One of the most interesting problems in the recent renaissance of the st...
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03/27/2023
On the optimality of misspecified spectral algorithms
In the misspecified spectral algorithms problem, researchers usually ass...
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02/10/2022
A non-local gradient based approach of infinity Laplacian with Γ-convergence
We propose an infinity Laplacian method to address the problem of interp...
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05/10/2020
An Integrated Enhancement Solution for 24-hour Colorful Imaging
The current industry practice for 24-hour outdoor imaging is to use a si...
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10/27/2019
Accounting for Smoking in Forecasting Mortality and Life Expectancy
Smoking is one of the main risk factors that has affected human mortalit...
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10/09/2019
On Post-Selection Inference in A/B Tests
When a large number of simultaneous statistical inferences are conducted...
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02/20/2019
Estimating and Forecasting the Smoking-Attributable Mortality Fraction for Both Sexes Jointly in 69 Countries
Smoking is one of the preventable threats to human health and is a major...
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09/24/2018
Moment bounds for autocovariance matrices under dependence
The goal of this paper is to obtain expectation bounds for the deviation...
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08/01/2018