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06/01/2023
From sparse to dense functional data in high dimensions: Revisiting phase transitions from a non-asymptotic perspective
Nonparametric estimation of the mean and covariance functions is ubiquit...
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01/16/2023
Intrinsic Gaussian Process on Unknown Manifolds with Probabilistic Metrics
This article presents a novel approach to construct Intrinsic Gaussian P...
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08/16/2022
An Optimal Transport Approach to the Computation of the LM Rate
Mismatch capacity characterizes the highest information rate for a chann...
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08/12/2022
Semantic Compression with Side Information: A Rate-Distortion Perspective
We consider the semantic rate-distortion problem motivated by task-orien...
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10/14/2020
Generalized Nearest Neighbor Decoding
It is well known that for linear Gaussian channels, a nearest neighbor d...
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06/10/2019
A Regression Approach to Certain Information Transmission Problems
A general information transmission model, under independent and identica...
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05/30/2018