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l1 regularization

87 papers

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Also known as

L1

Co-occurring keywords

feature selection (649) convex optimization (1321) sparse optimization (246) sparse learning (112) coordinate descent (147) graphical model (864) sparse regression (175) online learning (1777) high-dimensional statistics (145) sparse recovery (113)

Papers

Sparse Online Learning via Truncated Gradient JMLR 2009
An interior-point stochastic approximation method and an L1-regularized delta rule NIPS 2008
Sparse Online Learning via Truncated Gradient NIPS 2008
An Homotopy Algorithm for the Lasso with Online Observations NIPS 2008
Discriminative Log-Linear Grammars with Latent Variables NIPS 2007
Compressed Regression NIPS 2007
An Interior-Point Method for Large-Scale l1-Regularized Logistic Regression JMLR 2007
A New View of Automatic Relevance Determination NIPS 2007
Blind channel identification for speech dereverberation using l1-norm sparse learning NIPS 2007
Efficient sparse coding algorithms NIPS 2006
Efficient Structure Learning of Markov Networks using $L_1$-Regularization NIPS 2006
Dimensionality Reduction via Sparse Support Vector Machines JMLR 2003