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kernel ridge regression

111 papers

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Also known as

KRR

Co-occurring keywords

kernel methods (1097) reproducing kernel hilbert space (334) generalization error (285) distributed learning (563) gaussian process (1200) gradient descent (1144) kernel approximation (100) nystrom method (46) convergence rate (607) minimax optimality (76)

Papers

Memory Efficient Kernel Approximation ICML 2014
Early Stopping and Non-parametric Regression: An Optimal Data-dependent Stopping Rule JMLR 2014
Divide and Conquer Kernel Ridge Regression COLT 2013
Multiple Operator-valued Kernel Learning NIPS 2012
Linear Regression With Random Projections JMLR 2012
Multi-task Regression using Minimal Penalties JMLR 2012
Optimal aggregation of affine estimators COLT 2011
On the Impact of Kernel Approximation on Learning Accuracy AISTATS 2010
Learning Non-Linear Combinations of Kernels NIPS 2009
Data-driven calibration of linear estimators with minimal penalties NIPS 2009
Stability Bounds for Non-i.i.d. Processes NIPS 2007