conftrace_

matrix approximation

89 papers

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Co-occurring keywords

low-rank approximation (323) matrix factorization (529) dimensionality reduction (720) kernel matrix (73) column subset selection (23) nystrom method (46) low rank approximation (47) principal component analysis (316) kernel methods (1097) streaming algorithm (131)

Papers

Low Rank Approximation Lower Bounds in Row-Update Streams NIPS 2014
Nyström Approximation for Large-Scale Determinantal Processes AISTATS 2013
Revisiting the Nystrom method for improved large-scale machine learning ICML 2013
Local Low-Rank Matrix Approximation ICML 2013
A Near-Optimal Algorithm for Differentially-Private Principal Components JMLR 2013
Near-optimal Differentially Private Principal Components NIPS 2012
A Scalable CUR Matrix Decomposition Algorithm: Lower Time Complexity and Tighter Bound NIPS 2012
Learning low-rank output kernels ACML 2011
CUR from a Sparse Optimization Viewpoint NIPS 2010
Ensemble Nystrom Method NIPS 2009
QUIC-SVD: Fast SVD Using Cosine Trees NIPS 2008
Regularized Co-Clustering with Dual Supervision NIPS 2008
A Generalized Maximum Entropy Approach to Bregman Co-clustering and Matrix Approximation JMLR 2007
Doubly Stochastic Normalization for Spectral Clustering NIPS 2006