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UAI
2008
13 years 6 months ago
Greedy Block Coordinate Descent for Large Scale Gaussian Process Regression
We propose a variable decomposition algorithm
Liefeng Bo, Cristian Sminchisescu
IJCNN
2006
IEEE
13 years 11 months ago
Greedy forward selection algorithms to Sparse Gaussian Process Regression
Abstract— This paper considers the basis vector selection issue invloved in forward selection algorithms to sparse Gaussian Process Regression (GPR). Firstly, we re-examine a pre...
Ping Sun, Xin Yao
ICDM
2010
IEEE
264views Data Mining» more  ICDM 2010»
13 years 2 months ago
Block-GP: Scalable Gaussian Process Regression for Multimodal Data
Regression problems on massive data sets are ubiquitous in many application domains including the Internet, earth and space sciences, and finances. In many cases, regression algori...
Kamalika Das, Ashok N. Srivastava