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Exploiting Structure for Fast Kernel Learning

Published in arXiv (Cornell University) • Aug 9, 2018
NobleIDNI8P08W40R07S99
Authors:
Trefor W. Evans
,
Prasanth B. Nair

Abstract

We propose two methods for exact Gaussian process (GP) inference and learning on massive image, video, spatial-temporal, or multi-output datasets with missing values (or "gaps") in the observed responses. The first method ignores the gaps using sparse selection matrices and a highly effective low-ra...

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