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 Sparse Coding and AutoencodersInternational Symposium on Information Theory (ISIT), 2017 |
 Dictionary Learning from Incomplete DataEURASIP Journal on Advances in Signal Processing (JEASP), 2017 |
 Learning Semidefinite RegularizersFoundations of Computational Mathematics (FoCM), 2017 Yong Sheng Soh V. Chandrasekaran |
 Distributed Dictionary LearningAsilomar Conference on Signals, Systems and Computers (Asilomar), 2016 |
 A Non-generative Framework and Convex Relaxations for Unsupervised
LearningNeural Information Processing Systems (NeurIPS), 2016 |
 Multi-modal dictionary learning for image separation with application in
art investigationIEEE Transactions on Image Processing (IEEE TIP), 2016 |
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 On the Minimax Risk of Dictionary LearningIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2015 |
 Sparse Approximation via Generating Point SetsACM-SIAM Symposium on Discrete Algorithms (SODA), 2015 |
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 Convergence radius and sample complexity of ITKM algorithms for
dictionary learningApplied and Computational Harmonic Analysis (ACHA), 2015 |
 On some provably correct cases of variational inference for topic modelsNeural Information Processing Systems (NeurIPS), 2015 Pranjal Awasthi Andrej Risteski |
 Score Function Features for Discriminative LearningInternational Conference on Learning Representations (ICLR), 2014 |
 Example Selection For Dictionary LearningInternational Conference on Learning Representations (ICLR), 2014 |
 Finding a sparse vector in a subspace: Linear sparsity using alternating
directionsIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2014 |
 Sparse Modeling for Image and Vision ProcessingFoundations and Trends in Computer Graphics and Vision (FTCGV), 2014 |
 Efficient Representations for Life-Long Learning and AutoencodingAnnual Conference Computational Learning Theory (COLT), 2014 |
 Sparse and spurious: dictionary learning with noise and outliersIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2014 |
 Dictionary Learning and Tensor Decomposition via the Sum-of-Squares
MethodSymposium on the Theory of Computing (STOC), 2014 |
 An Incidence Geometry approach to Dictionary LearningCanadian Conference on Computational Geometry (CCCG), 2014 |
 Performance Limits of Dictionary Learning for Sparse CodingEuropean Signal Processing Conference (EUSIPCO), 2014 |
 Phase transitions and sample complexity in Bayes-optimal matrix
factorizationIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2014 |
 Local Identification of Overcomplete DictionariesJournal of machine learning research (JMLR), 2014 |
 Sample Complexity of Dictionary Learning and other Matrix FactorizationsIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2013 |
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 Learning Sparsely Used Overcomplete Dictionaries via Alternating
MinimizationSIAM Journal on Optimization (SIAM J. Optim.), 2013 |
