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01/29/2023
Intrinsic Bayesian Optimisation on Complex Constrained Domain
Motivated by the success of Bayesian optimisation algorithms in the Eucl...
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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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06/25/2020
Heat kernel and intrinsic Gaussian processes on manifolds
There is an increasing interest in the problem of nonparametric regressi...
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01/03/2018
Intrinsic Gaussian processes on complex constrained domains
We propose a class of intrinsic Gaussian processes (in-GPs) for interpol...
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10/17/2016