Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach

Reducing the Dimensionality of Data with Neural Networks

2006 • 18,756 citations

A Fast Learning Algorithm for Deep Belief Nets

2006 • 15,378 citations

Rectified Linear Units Improve Restricted Boltzmann Machines

2010 • 11,756 citations

Thumbs up?

2002 • 6,960 citations

Opinion Mining and Sentiment Analysis

2008 • 6,856 citations

Extracting and composing robust features with denoising autoencoders

2008 • 6,787 citations

Deep Sparse Rectifier Neural Networks

2011 • 5,467 citations

A unified architecture for natural language processing

2008 • 5,201 citations

Learning Deep Architectures for AI

2009 • 5,200 citations

Greedy Layer-Wise Training of Deep Networks

2007 • 4,621 citations

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

2007 • 2,008 citations

Analysis of Representations for Domain Adaptation

2007 • 1,830 citations

Domain adaptation with structural correspondence learning

2006 • 1,606 citations

Self-taught learning

2007 • 1,522 citations

Semantic hashing

2008 • 1,266 citations

Domain Adaptation for Statistical Classifiers

2006 • 847 citations

Cross-domain sentiment classification via spectral feature alignment

2010 • 794 citations

Instance Weighting for Domain Adaptation in NLP

2007 • 783 citations

A Connection Between Score Matching and Denoising Autoencoders

2011 • 648 citations

Get out the vote

2006 • 506 citations

Measuring Invariances in Deep Networks

2009 • 362 citations

Transferring naive bayes classifiers for text classification

2007 • 304 citations

Multiple Aspect Ranking Using the Good Grief Algorithm

2007 • 297 citations

Large scale semi-supervised linear SVMs

2006 • 236 citations

Semi-supervised learning of compact document representations with deep networks

2008 • 223 citations

Multi-domain adaptation for sentiment classification: Using multiple classifier combining methods

2008 • 21 citations