2007

R. Collobert, J. Weston. Fast Semantic Extraction Using a Novel Neural Network Architecture. 45th Annual Meeting of the Association for Computational Linguistics, 2007.

2006

R. Collobert, F. Sinz, J. Weston and L. Bottou. Large Scale Transductive SVMs. Journal of Machine Learning Research, 7:1687-1712, September 2006.

J. Weston, R. Collobert, F. Sinz , L. Bottou and V. Vapnik. Inference with the Universum. Proceedings of the Twenty-third International Conference on Machine Learning (ICML 2006), IMLS/ICML, 2006.

R. Collobert, J. Weston and L. Bottou. Trading Convexity for Scalability. Proceedings of the Twenty-third International Conference on Machine Learning (ICML 2006), IMLS/ICML, 2006.

2004

R. Collobert. Large Scale Machine Learning. Université de Paris VI, LIP6, 2004.

R. Collobert and S. Bengio. Links between perceptrons, MLPs and SVMs. In International Conference on Machine Learning, ICML, 2004.

R. Collobert and S. Bengio. A gentle hessian for efficient gradient descent. In IEEE International Conference on Acoustic, Speech, and Signal Processing, ICASSP, 2004.

2003

C. Sanderson, S. Bengio, H. Bourlard, J. Mariéthoz, R. Collobert, M.F. BenZeghiba, F. Cardinaux, and S. Marcel. Speech & face based biometric authentication at IDIAP. In International Conference on Multimedia and Expo, ICME, volume 3, pages 1-4, 2003.

R. Collobert and Y. Bengio and S. Bengio. Scaling Large Learning Problems with Hard Parallel Mixtures International Journal on Pattern Recognition and Artificial Intelligence (IJPRAI), vol. 17, no. 3, pp. 349--365, 2003.

2002

R. Collobert, S. Bengio, and Y. Bengio. A Parallel Mixture of SVMs for Very Large Scale Problems. Neural Computation, 14(5):1105-1114, 2002.

R. Collobert, S. Bengio, and Y. Bengio. A Parallel Mixture of SVMs for Very Large Scale Problems. In T.G. Dietterich, S. Becker, and Z. Ghahramani, editors, Advances in Neural Information Processing Systems, NIPS 14. MIT Press, 2002.

R. Collobert, S. Bengio, and J. Mariethoz. Torch: a modular machine learning software library. Technical Report IDIAP-RR 02-46, IDIAP, 2002.

2001

R. Collobert and S. Bengio. SVMTorch: Support Vector Machines for Large-Scale Regression Problems. Journal of Machine Learning Research, 1:143-160, 2001.

2000

R. Collobert. Support Vector Machines: Théorie et Applications. Université de Rennes I, 2000.