Deep learning via semi-supervised embedding

Gradient-based learning applied to document recognition

1998 • 49,688 citations

Statistical Learning Theory

1999 • 27,709 citations

A Fast Learning Algorithm for Deep Belief Nets

2006 • 15,378 citations

A Global Geometric Framework for Nonlinear Dimensionality Reduction

2000 • 13,279 citations

Laplacian Eigenmaps for Dimensionality Reduction and Data Representation

2003 • 7,445 citations

Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis

1964 • 7,106 citations

Greedy Layer-Wise Training of Deep Networks

2007 • 4,621 citations

Dimensionality Reduction by Learning an Invariant Mapping

2006 • 4,523 citations

Semi-Supervised Learning

2006 • 4,225 citations

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

2006 • 3,200 citations

SIGNATURE VERIFICATION USING A “SIAMESE” TIME DELAY NEURAL NETWORK

1993 • 1,902 citations

Learning from labeled and unlabeled data with label propagation

2002 • 1,565 citations

A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data

2005 • 1,414 citations

Multitask learning

1998 • 1,180 citations

Unsupervised Learning of Invariant Feature Hierarchies with Applications to Object Recognition

2007 • 1,109 citations

Semi-Supervised Classification by Low Density Separation

2005 • 724 citations

Large Scale Transductive SVMs

2006 • 476 citations

Cluster Kernels for Semi-Supervised Learning

2002 • 469 citations

Learning a Nonlinear Embedding by Preserving Class Neighbourhood Structure

2007 • 449 citations

Beyond the point cloud

2005 • 445 citations

Shallow Semantic Parsing using Support Vector Machines.

2004 • 371 citations

Deep learning from temporal coherence in video

2009 • 367 citations

Untitled

2002 • 209 citations

Semi-Supervised Learning (Adaptive Computation and Machine Learning)

2006 • 196 citations

Learning Optimized Features for Hierarchical Models of Invariant Object Recognition

2003 • 172 citations

Nonlinear Autoassociation Is Not Equivalent to PCA

2000 • 164 citations

Training Hierarchical Feed-Forward Visual Recognition Models Using Transfer Learning from Pseudo-Tasks

2008 • 149 citations

View-based 3D object recognition with support vector machines

2003 • 98 citations

Fast Semantic Extraction Using a Novel Neural Network Architecture

2007 • 63 citations

Large scale manifold transduction

2008 • 47 citations