Sparse Coding

Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery NeurIPS 2012 Nonconvex Penalization Using Laplace Exponents and Concave Conjugates NeurIPS 2012 Training sparse natural image models with a fast Gibbs sampler of an extended state space NeurIPS 2012 Why MCA? Nonlinear sparse coding with spike-and-slab prior for neurally plausible image encoding NeurIPS 2012 A blind sparse deconvolution method for neural spike identification NeurIPS 2011 Dimensionality Reduction Using the Sparse Linear Model NeurIPS 2011 Generalized Lasso based Approximation of Sparse Coding for Visual Recognition NeurIPS 2011 Hierarchical Matching Pursuit for Image Classification: Architecture and Fast Algorithms NeurIPS 2011 Learning Sparse Representations of High Dimensional Data on Large Scale Dictionaries NeurIPS 2011 Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation NeurIPS 2011 Nonnegative dictionary learning in the exponential noise model for adaptive music signal representation NeurIPS 2011 Non-parametric Group Orthogonal Matching Pursuit for Sparse Learning with Multiple Kernels NeurIPS 2011 On the accuracy of l1-filtering of signals with block-sparse structure NeurIPS 2011 Orthogonal Matching Pursuit with Replacement NeurIPS 2011 Robust Lasso with missing and grossly corrupted observations NeurIPS 2011 Structured sparse coding via lateral inhibition NeurIPS 2011 Deep Coding Network NeurIPS 2010 Energy Disaggregation via Discriminative Sparse Coding NeurIPS 2010 Factorized Latent Spaces with Structured Sparsity NeurIPS 2010 Group Sparse Coding with a Laplacian Scale Mixture Prior NeurIPS 2010 Sparse Coding for Learning Interpretable Spatio-Temporal Primitives NeurIPS 2010 The Maximal Causes of Natural Scenes are Edge Filters NeurIPS 2010 A Sparse Non-Parametric Approach for Single Channel Separation of Known Sounds NeurIPS 2009 Efficient Recovery of Jointly Sparse Vectors NeurIPS 2009 Grouped Orthogonal Matching Pursuit for Variable Selection and Prediction NeurIPS 2009