Tree Structured Gaussian Process Approximations.
Microsoft
Tree Structured Gaussian Process Approximations.
Gaussian process regression can be accelerated by constructing a small pseudo-dataset to summarize the observed data. This idea sits at the heart of many approximation schemes, but such an approach requires the number of pseudo-datapoints to be scaled with the range of the input space if the accuracy of the approximation is to be maintained. […]
Mar 9, 2015
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