Representation Learning

Video Summarization by Learning Submodular Mixtures of Objectives CVPR 2015 Video Super-Resolution via Deep Draft-Ensemble Learning ICCV 2015 Web-Scale Training for Face Identification CVPR 2015 When Are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity JMLR 2015 Winner-Take-All Autoencoders NeurIPS 2015 3D Shape and Indirect Appearance by Structured Light Transport CVPR 2014 A Compact and Discriminative Face Track Descriptor CVPR 2014 A Compositional Model for Low-Dimensional Image Set Representation CVPR 2014 A Deep and Tractable Density Estimator ICML 2014 A Deep Semi-NMF Model for Learning Hidden Representations ICML 2014 Advances in Learning Bayesian Networks of Bounded Treewidth NeurIPS 2014 Affinity Weighted Embedding ICML 2014 An Autoencoder Approach to Learning Bilingual Word Representations NeurIPS 2014 An Efficient Algorithm for Large Scale Compressive Feature Learning AISTATS 2014 An Extension of Slow Feature Analysis for Nonlinear Blind Source Separation JMLR 2014 An Inequality with Applications to Structured Sparsity and Multitask Dictionary Learning COLT 2014 An Information Geometry of Statistical Manifold Learning ICML 2014 A Non-parametric Conditional Factor Regression Model for Multi-Dimensional Input and Response AISTATS 2014 A Novel M-Estimator for Robust PCA JMLR 2014 Approximating Hierarchical MV-sets for Hierarchical Clustering NeurIPS 2014 A provable SVD-based algorithm for learning topics in dominant admixture corpus NeurIPS 2014 A reversible infinite HMM using normalised random measures ICML 2014 A Safe Screening Rule for Sparse Logistic Regression NeurIPS 2014 Ask the Image: Supervised Pooling to Preserve Feature Locality CVPR 2014 A statistical model for tensor PCA NeurIPS 2014