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09/05/2023
Maximum Mean Discrepancy Meets Neural Networks: The Radon-Kolmogorov-Smirnov Test
Maximum mean discrepancy (MMD) refers to a general class of nonparametri...
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12/30/2022
The Voronoigram: Minimax Estimation of Bounded Variation Functions From Scattered Data
We consider the problem of estimating a multivariate function f_0 of bou...
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11/14/2021
Minimax Optimal Regression over Sobolev Spaces via Laplacian Eigenmaps on Neighborhood Graphs
In this paper we study the statistical properties of Principal Component...
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06/03/2021
Minimax Optimal Regression over Sobolev Spaces via Laplacian Regularization on Neighborhood Graphs
In this paper we study the statistical properties of Laplacian smoothing...
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11/21/2019
Local Spectral Clustering of Density Upper Level Sets
We analyze the Personalized PageRank (PPR) algorithm, a local spectral m...
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11/02/2017