Deep Sparse Rectifier Neural Networks

Gradient-based learning applied to document recognition

1998 • 49,688 citations

Learning Multiple Layers of Features from Tiny Images

2009 • 23,956 citations

A Fast Learning Algorithm for Deep Belief Nets

2006 • 15,378 citations

Understanding the difficulty of training deep feedforward neural networks

2010 • 11,866 citations

Rectified Linear Units Improve Restricted Boltzmann Machines

2010 • 11,756 citations

Decoding by Linear Programming

2005 • 7,139 citations

Opinion Mining and Sentiment Analysis

2008 • 6,856 citations

Extracting and composing robust features with denoising autoencoders

2008 • 6,787 citations

Learning Deep Architectures for AI

2009 • 5,200 citations

Greedy Layer-Wise Training of Deep Networks

2007 • 4,621 citations

Sparse coding with an overcomplete basis set: A strategy employed by V1?

1997 • 3,662 citations

An Energy Budget for Signaling in the Grey Matter of the Brain

2001 • 3,148 citations

Efficient sparse coding algorithms

2007 • 2,403 citations

Why Does Unsupervised Pre-training Help Deep Learning?

2010 • 2,144 citations

What is the best multi-stage architecture for object recognition?

2009 • 2,137 citations

Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification

2007 • 2,008 citations

Efficient BackProp

1998 • 1,508 citations

Learning methods for generic object recognition with invariance to pose and lighting

2004 • 1,321 citations

Efficient Learning of Sparse Representations with an Energy-Based Model

2007 • 1,055 citations

The Cost of Cortical Computation

2003 • 1,034 citations

Recurrent Excitation in Neocortical Circuits

1995 • 1,006 citations

Sparse deep belief net model for visual area V2

2007 • 912 citations

Supervised Dictionary Learning

2008 • 793 citations

Supervised Dictionary Learning

2008 • 763 citations

Sparse Feature Learning for Deep Belief Networks

2007 • 720 citations

Measuring Invariances in Deep Networks

2009 • 362 citations

A model of multiplicative neural responses in parietal cortex.

1996 • 337 citations

Multiple Aspect Ranking Using the Good Grief Algorithm

2007 • 297 citations

Incorporating Second-Order Functional Knowledge for Better Option Pricing

2000 • 227 citations

A quantitative theory of immediate visual recognition

2007 • 214 citations

Incorporating Second-Order Functional Knowledge for Better Option Pricing

2002 • 157 citations

On the piecewise analysis of networks of linear threshold neurons

1998 • 129 citations

Active Deep Networks for Semi-Supervised Sentiment Classification

2010 • 90 citations

The Cortical Neuron

1996 • 62 citations

A Theoretical Analysis of Robust Coding over Noisy Overcomplete Channels

2005 • 19 citations

Deep Self-Taught Learning for Handwritten Character Recognition

2010 • 13 citations