Ensemble of Generative and Discriminative Techniques for Sentiment Analysis of Movie Reviews

4 code implementations • 17 Dec 2014 • Grégoire Mesnil, Tomas Mikolov, Marc'Aurelio Ranzato, Yoshua Bengio

Sentiment analysis is a common task in natural language processing that aims to detect polarity of a text document (typically a consumer review).

Binary Classification General Classification +1

Better Mixing via Deep Representations

no code implementations • 18 Jul 2012 • Yoshua Bengio, Grégoire Mesnil, Yann Dauphin, Salah Rifai

It has previously been hypothesized, and supported with some experimental evidence, that deeper representations, when well trained, tend to do a better job at disentangling the underlying factors of variation.