215 citations · 613 across the 19 of their papers we have counts for
Showing 2015 · cs.LGShow all
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cs.LG2015★ 71 cited
Thoughts on Massively Scalable Gaussian Processes
Andrew Gordon Wilson, Christoph Dann, Hannes Nickisch
We introduce a framework and early results for massively scalable Gaussian processes (MSGP), significantly extending the KISS-GP approach of Wilson and Nickisch (2015). The MSGP fr…
cs.LG2015★ 215 cited
Kernel Interpolation for Scalable Structured Gaussian Processes (KISS-GP)
Andrew Gordon Wilson, Hannes Nickisch
We introduce a new structured kernel interpolation (SKI) framework, which generalises and unifies inducing point methods for scalable Gaussian processes (GPs). SKI methods produce…