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sparse learning

112 papers

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Co-occurring keywords

feature selection (649) convex optimization (1320) l1 regularization (87) stochastic optimization (1060) kernel methods (1096) bayesian inference (1904) group lasso (64) sparse regression (175) gradient descent (1143) sparse optimization (246)

Papers

Sparsity of SVMs that use the epsilon-insensitive loss NIPS 2008
Sparse Online Learning via Truncated Gradient NIPS 2008
Adaptive Forward-Backward Greedy Algorithm for Sparse Learning with Linear Models NIPS 2008
Posterior Consistency of the Silverman g-prior in Bayesian Model Choice NIPS 2008
SpAM: Sparse Additive Models NIPS 2007
Heterogeneous Component Analysis NIPS 2007
Sparse Overcomplete Latent Variable Decomposition of Counts Data NIPS 2007
Blind channel identification for speech dereverberation using l1-norm sparse learning NIPS 2007
Sparse Kernel Orthonormalized PLS for feature extraction in large data sets NIPS 2006
Sparse Boosting JMLR 2006
Large-Scale Sparsified Manifold Regularization NIPS 2006
A Direct Method for Building Sparse Kernel Learning Algorithms JMLR 2006