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sparse representation

297 papers

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Also known as

SSC SR SRC

Co-occurring keywords

dictionary learning (277) sparse coding (234) feature extraction (1578) feature learning (1309) unsupervised learning (3255) sparse optimization (246) dimensionality reduction (720) neural network (6616) representation learning (6174) convex optimization (1320)

Papers

Large Scale Online Learning of Image Similarity Through Ranking JMLR 2010
Deciphering subsampled data: adaptive compressive sampling as a principle of brain communication NIPS 2010
Group Sparse Coding NIPS 2009
A Sparse Non-Parametric Approach for Single Channel Separation of Known Sounds NIPS 2009
Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations NIPS 2009
Semi-supervised Learning using Sparse Eigenfunction Bases NIPS 2009
Learning Transformational Invariants from Natural Movies NIPS 2008
Supervised Dictionary Learning NIPS 2008
Adaptive Forward-Backward Greedy Algorithm for Sparse Learning with Linear Models NIPS 2008
Sparse Feature Learning for Deep Belief Networks NIPS 2007
Sparse Overcomplete Latent Variable Decomposition of Counts Data NIPS 2007
Dense Mapping for Range Sensors: Efficient Algorithms and Sparse Representations RSS 2007
On Model Selection Consistency of Lasso JMLR 2006
Efficient Learning of Sparse Representations with an Energy-Based Model NIPS 2006
Sparse Kernel Orthonormalized PLS for feature extraction in large data sets NIPS 2006
implicit Online Learning with Kernels NIPS 2006
Sparse Representation for Signal Classification NIPS 2006
Learning Sparse Representations by Non-Negative Matrix Factorization and Sequential Cone Programming JMLR 2006
Nonnegative Sparse PCA NIPS 2006
Feature Selection for Unsupervised and Supervised Inference: The Emergence of Sparsity in a Weight-Based Approach JMLR 2005
Non-negative Matrix Factorization with Sparseness Constraints JMLR 2004
A Multiscale Framework For Blind Separation of Linearly Mixed Signals JMLR 2003