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07/18/2022
Kullback-Leibler and Renyi divergences in reproducing kernel Hilbert space and Gaussian process settings
In this work, we present formulations for regularized Kullback-Leibler a...
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04/26/2021
Finite sample approximations of exact and entropic Wasserstein distances between covariance operators and Gaussian processes
This work studies finite sample approximations of the exact and entropic...
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01/05/2021
Convergence and finite sample approximations of entropic regularized Wasserstein distances in Gaussian and RKHS settings
This work studies the convergence and finite sample approximations of en...
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11/15/2020
Entropic regularization of Wasserstein distance between infinite-dimensional Gaussian measures and Gaussian processes
This work studies the entropic regularization formulation of the 2-Wasse...
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10/13/2016
Infinite-dimensional Log-Determinant divergences II: Alpha-Beta divergences
This work presents a parametrized family of divergences, namely Alpha-Be...
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10/23/2012