Common Representation Learning
Bridge Correlational Neural Networks for Multilingual Multimodal Representation Learning
Janarthanan Rajendran, Mitesh M Khapra, Sarath Chandar, Balaraman Ravindran, arXiv, 2015.
Correlational Neural Networks
Sarath Chandar, Mitesh M Khapra, Hugo Larochelle, Balaraman Ravindran, To appear in Neural Computation, 2015
From Multiple Views to Single View : A Neural Network Approach
Subendhu Rongali, Sarath Chandar, Ravindran B, Second ACM-IKDD Conference on Data Sciences 2015
An Autoencoder Approach to Learning Bilingual Word Representations
Sarath Chandar, Stanislas Lauly, Hugo Larochelle, Mitesh M Khapra, Balaraman Ravindran, Vikas Raykar, Amrita Saha, NIPS 2014
Multilingual Deep Learning
Sarath Chandar, Mitesh M Khapra, Balaraman Ravindran, Vikas Raykar, Amrita Saha, NIPS Deep Learning Workshop 2013
The word vectors learnt using binary bag-of-words reconstruction training with merged bags-of-words. For more details on how they are trained, refer the NIPS 2014 paper.
English - German
English - French
English - Spanish
If you are using these representations for any of your experiments or applications, please cite the NIPS 2014 paper.
Code for NIPS 2014 paper is available here. If you have any queries regarding the code mail to email@example.com.