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05/24/2021
Uncertainty quantification for distributed regression
The ever-growing size of the datasets renders well-studied learning tech...
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12/13/2019
Frequentist Consistency of Gaussian Process Regression
Gaussian Process Regression is a well-known and widely used approach to ...
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03/06/2019
Nonparametric Change Point Detection in Regression
This paper considers an important problem of change-point detection in r...
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03/01/2018
Structural break analysis in high-dimensional covariance structure
We consider detection and localization of an abrupt break in the covaria...
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10/19/2017