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nystrom method

46 papers

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Co-occurring keywords

kernel methods (1097) low-rank approximation (323) nyström method (32) matrix approximation (89) kernel approximation (100) kernel ridge regression (111) kernel matrix (73) random feature (89) semi-supervised learning (2341) cur decomposition (12)

Papers

Fast DPP Sampling for Nystrom with Application to Kernel Methods ICML 2016
Revisiting the Nyström Method for Improved Large-scale Machine Learning JMLR 2016
Large Scale Online Kernel Learning JMLR 2016
The Variational Nystrom method for large-scale spectral problems ICML 2016
Kernel Approximation via Empirical Orthogonal Decomposition for Unsupervised Feature Learning CVPR 2016
Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition JMLR 2016
Error Analysis of Generalized Nyström Kernel Regression NIPS 2016
Streaming Kernel Principal Component Analysis AISTATS 2016
Spectral Gap Error Bounds for Improving CUR Matrix Decomposition and the Nyström Method AISTATS 2015
Efficient Algorithms and Error Analysis for the Modified Nystrom Method AISTATS 2014
Fast Prediction for Large-Scale Kernel Machines NIPS 2014
Correlated random features for fast semi-supervised learning NIPS 2013
Improving CUR Matrix Decomposition and the Nystrom Approximation via Adaptive Sampling JMLR 2013
On Compact Codes for Spatially Pooled Features ICML 2013
Approximate Inference in Continuous Determinantal Processes NIPS 2013
Fast Approximation of Matrix Coherence and Statistical Leverage JMLR 2012
Nyström Method vs Random Fourier Features: A Theoretical and Empirical Comparison NIPS 2012
On the Impact of Kernel Approximation on Learning Accuracy AISTATS 2010
Semi-supervised Learning using Sparse Eigenfunction Bases NIPS 2009
Ensemble Nystrom Method NIPS 2009
On the Nystrom Method for Approximating a Gram Matrix for Improved Kernel-Based Learning JMLR 2005