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Sparse Optimization

158 papers

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Papers

Differentiable Sparse Coding NIPS 2008

Robust Regression and Lasso NIPS 2008

Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE NIPS 2008

Compressed Regression NIPS 2007

SpAM: Sparse Additive Models NIPS 2007

Blind channel identification for speech dereverberation using l1-norm sparse learning NIPS 2007

Hierarchical Penalization NIPS 2007

Large-Scale Sparsified Manifold Regularization NIPS 2006