Sparse Greedy Gaussian Process Regression

Smola, Alex J., Bartlett, Peter L.

Neural Information Processing Systems 

We present a simple sparse greedy technique to approximate the maximum a posteriori estimate of Gaussian Processes with much improved scaling behaviour in the sample size m.

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