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An Exchanging-based Refinement to Sparse Gaussian Process Regression
This video was recorded at Gaussian Processes in Practice Workshop, Bletchley Park 2006. We propose a backward deletion procedure to Sparse Gaussian Process Regression (SGPR) model, which can be used to refine a number of se- quential forward selection algorithms addressed recently. Some experi- mental results demonstrate the effectiveness of our approach....
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