research
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11/27/2018
Neural Non-Stationary Spectral Kernel
Standard kernels such as Matérn or RBF kernels only encode simple monoto...
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05/24/2017
Non-Stationary Spectral Kernels
We propose non-stationary spectral kernels for Gaussian process regressi...
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02/27/2017
A Mutually-Dependent Hadamard Kernel for Modelling Latent Variable Couplings
We introduce a novel kernel that models input-dependent couplings across...
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12/17/2015