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  • title: Kernel Functional Optimisation
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            Kernel Functional Optimisation
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            Kernel Functional Optimisation

            Dec 6, 2021

            Speakers

            AKAV

            Arun Kumar A V

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            AS

            Alistair Shilton

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            SR

            Santu Rana

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            About

            Traditional methods for kernel selection rely on parametric kernel functions or a combination thereof and although the kernel hyperparameters are tuned, these methods often provide sub-optimal results due to the limitation induced by the parametric forms. In this paper, we propose a novel formulation for kernel selection using efficient Bayesian optimisation to find the best fitting non-parametric kernel. The kernel is expressed using a linear combination of functions sampled from a prior Gaussi…

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