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All publications by Quoc V. Le
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Semi-supervised Sequence Learning
Andrew M. Dai and Quoc V. Le
Advances in Neural Information Processing Systems 28, 2015


Large Scale Distributed Deep Networks
Jeffrey Dean, Greg Corrado, Rajat Monga, Kai Chen, Matthieu Devin, Mark Mao, Marc'aurelio Ranzato, Andrew Senior, Paul Tucker, Ke Yang, Quoc V. Le and Andrew Y. Ng
Advances in Neural Information Processing Systems 25, 2012


Building high-level features using large scale unsupervised learning
Marc'aurelio Ranzato, Rajat Monga, Matthieu Devin, Kai Chen, Greg Corrado, Jeff Dean, Quoc V. Le and Andrew Y. Ng
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


ICA with Reconstruction Cost for Efficient Overcomplete Feature Learning
Quoc V. Le, Alexandre Karpenko, Jiquan Ngiam and Andrew Y. Ng
Advances in Neural Information Processing Systems 24, 2011


On optimization methods for deep learning
Jiquan Ngiam, Adam Coates, Ahbik Lahiri, Bobby Prochnow, Quoc V. Le and Andrew Y. Ng
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


Tiled convolutional neural networks
Jiquan Ngiam, Zhenghao Chen, Daniel Chia, Pang W. Koh, Quoc V. Le and Andrew Y. Ng
Advances in Neural Information Processing Systems 23, 2010


Estimating Labels from Label Proportions
Novi Quadrianto, Alex J. Smola, Tibério S. Caetano and Quoc V. Le
Journal of Machine Learning Research, 2009


Proximal regularization for online and batch learning
Chuong B. Do, Quoc V. Le and Chuan-sheng Foo
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Measuring Invariances in Deep Networks
Ian Goodfellow, Honglak Lee, Quoc V. Le, Andrew Saxe and Andrew Y. Ng
Advances in Neural Information Processing Systems 22, 2009


Estimating labels from label proportions
Novi Quadrianto, Alex J. Smola, Tibério S. Caetano and Quoc V. Le
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Tighter Bounds for Structured Estimation
Olivier Chapelle, Chuong B. Do, Choon H. Teo, Quoc V. Le and Alex J. Smola
Advances in Neural Information Processing Systems 21, 2008


COFI RANK - Maximum Margin Matrix Factorization for Collaborative Ranking
Markus Weimer, Alexandros Karatzoglou, Quoc V. Le and Alex J. Smola
Advances in Neural Information Processing Systems 20, 2007


Bundle Methods for Machine Learning
Quoc V. Le, Alex J. Smola and S.v.n. Vishwanathan
Advances in Neural Information Processing Systems 20, 2007


Simpler knowledge-based support vector machines
Quoc V. Le, Alex J. Smola and Thomas Gärtner
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Nonparametric Quantile Estimation
Ichiro Takeuchi, Quoc V. Le, Tim D. Sears and Alex J. Smola
Journal of Machine Learning Research, 2006


Learning to Rank with Nonsmooth Cost Functions
Christopher J. Burges, Robert Ragno and Quoc V. Le
Advances in Neural Information Processing Systems 19, 2006


Heteroscedastic Gaussian process regression
Quoc V. Le, Stéphane Canu and Alex J. Smola
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005