most citedKnot Selection in Sparse Gaussian Processes

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stat.ML2020

Knot Selection in Sparse Gaussian Processes with a Variational Objective Function

Nathaniel Garton, Jarad Niemi, Alicia Carriquiry

Sparse, knot-based Gaussian processes have enjoyed considerable success as scalable approximations to full Gaussian processes. Certain sparse models can be derived through specific…

stat.ML2020★ 1 cited

Knot Selection in Sparse Gaussian Processes

Nathaniel Garton, Jarad Niemi, Alicia Carriquiry

Knot-based, sparse Gaussian processes have enjoyed considerable success as scalable approximations to full Gaussian processes. Problems can occur, however, when knot selection is d…