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Representation Learning

18863 directly classified papers

Papers per year

Papers

Optimization Equivalence of Divergences Improves Neighbor Embedding ICML 2014
Elementary Estimators for Sparse Covariance Matrices and other Structured Moments ICML 2014
Multi-label Classification via Feature-aware Implicit Label Space Encoding ICML 2014
Geodesic Distance Function Learning via Heat Flow on Vector Fields ICML 2014
An Information Geometry of Statistical Manifold Learning ICML 2014
Learning Sum-Product Networks with Direct and Indirect Variable Interactions ICML 2014
Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ICML 2014
Learning Heterogeneous Hidden Markov Random Fields AISTATS 2014
Interpretable Sparse High-Order Boltzmann Machines AISTATS 2014
Fugue: Slow-Worker-Agnostic Distributed Learning for Big Models on Big Data AISTATS 2014
Estimating Dependency Structures for non-Gaussian Components with Linear and Energy Correlations AISTATS 2014
Generalized Nonconvex Nonsmooth Low-Rank Minimization CVPR 2014
A Non-parametric Conditional Factor Regression Model for Multi-Dimensional Input and Response AISTATS 2014
Learning Important Spatial Pooling Regions for Scene Classification CVPR 2014
Learning Latent Variable Gaussian Graphical Models ICML 2014
Linear and Parallel Learning of Markov Random Fields ICML 2014
Online Feature Selection for Model-based Reinforcement Learning ICML 2013
Stress Functions for Nonlinear Dimension Reduction, Proximity Analysis, and Graph Drawing JMLR 2013
Canonical Correlation Analysis based on Hilbert-Schmidt Independence Criterion and Centered Kernel Target Alignment ICML 2013
Simple Sparsification Improves Sparse Denoising Autoencoders in Denoising Highly Corrupted Images ICML 2013
Stochastic Optimization of PCA with Capped MSG NIPS 2013
Solving Continuous POMDPs: Value Iteration with Incremental Learning of an Efficient Space Representation ICML 2013
Principal Component Analysis on non-Gaussian Dependent Data ICML 2013
Multi-Stage Multi-Task Feature Learning JMLR 2013
Learning Fair Representations ICML 2013