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Sparse Learning

135 papers

Papers per year

7
12
11
1
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Papers

Graphical Models via Generalized Linear Models NIPS 2012
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential _1-Minimization NIPS 2012
Nearest Neighbor based Greedy Coordinate Descent NIPS 2011
Sparse Recovery with Brownian Sensing NIPS 2011
Sparse recovery by thresholded non-negative least squares NIPS 2011
Structured sparse coding via lateral inhibition NIPS 2011
Predicting Execution Time of Computer Programs Using Sparse Polynomial Regression NIPS 2010
Practical Large-Scale Optimization for Max-norm Regularization NIPS 2010
Deciphering subsampled data: adaptive compressive sampling as a principle of brain communication NIPS 2010
The LASSO risk: asymptotic results and real world examples NIPS 2010
Fast detection of multiple change-points shared by many signals using group LARS NIPS 2010
Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors NIPS 2010
A Regularization Approach to Nonlinear Variable Selection AISTATS 2010
Nonparametric Greedy Algorithms for the Sparse Learning Problem NIPS 2009
Sparse Estimation Using General Likelihoods and Non-Factorial Priors NIPS 2009
No evidence for active sparsification in the visual cortex NIPS 2009
Heterogeneous multitask learning with joint sparsity constraints NIPS 2009
Efficient Learning using Forward-Backward Splitting NIPS 2009
Sparsistent Learning of Varying-coefficient Models with Structural Changes NIPS 2009
Dual Averaging Method for Regularized Stochastic Learning and Online Optimization NIPS 2009
Semi-supervised Learning using Sparse Eigenfunction Bases NIPS 2009
A Sparse Non-Parametric Approach for Single Channel Separation of Known Sounds NIPS 2009
Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing NIPS 2009
Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations NIPS 2009