@InProceedings{LeKarpNgiamNg11,
author = {Q.~V. Le and A. Karpenko and J. Ngiam and A.~Y. Ng },
title = {{ICA with Reconstruction Cost for Efficient Overcomplete Feature Learning}},
booktitle = {Advances in Neural Information Processing Systems},
year = {2011}
}
@InProceedings{LeZouYeungNg11,
title = " Learning hierarchical spatio-temporal features for action recognition with independent subspace analysis",
author = "Q.~V. Le and W. Zou and S.~Y. Yeung and A.~Y. Ng",
year = "2011",
booktitle = "CVPR",
}
@inproceedings{LeNgiChenChiaKohNg10,
author={Q.~V. Le and J. Ngiam and Z. Chen and D. Chia and P.~W. Koh and A.~Y. Ng},
title={Tiled Convolutional Neural Networks},
booktitle={Advances in Neural Information Processing Systems},
year={2010}
}
@InProceedings{GooLeSaxLeeNg09,
author = {I.J. Goodfellow and Q.V. Le and A.M. Saxe and H. Lee and A.Y. Ng},
title = {Measuring invariances in deep networks},
booktitle = {Advances in Neural Information Processing Systems},
year = {2009}
}
@InProceedings{CoaBauLeNg09,
author = {A. Coates and P. Baumstarck and Q.V. Le and A.Y. Ng},
title = {Scalable Learning for Object Detection with GPU Hardware},
booktitle = {IEEE/RSJ International conference on Intelligent Robots and Systems},
year = {2009}
}
@InProceedings{LeNg09,
author = {Q.V. Le and A.Y. Ng},
title = {Joint calibration of multiple sensors},
booktitle = {IEEE/RSJ International conference on Intelligent Robots and Systems},
year = {2009}
}
@InProceedings{QuiBatGouKliLeWelNg09,
author = {M. Quigley and S. Batra and S. Gould and E. Klingbeil and Q.V. Le and A. Wellman and A.Y. Ng},
title = {High Accuaracy 3D sensing for mobile manipulation: Improving object detection and Door opening},
booktitle = {International Conference on Robotics and Automation},
year = {2009}
}
@article{TeoVisSmoLe10,
author = {C.H. Teo and S.V.N Vishwanathan and A.J. Smola and Q.V. Le},
title = {Bundle Methods for Regularized Risk Minimization},
journal = {Journal of Machine Learning Research},
volume = {11},
pages = {311-365},
year = {2010}
}
@article{QuaSmoCaeLe09,
author = {N. Quadrianto and A.J. Smola and T.S. Caetano and Q.V. Le},
title = {Estimating Labels from Label Proportions},
journal = {Journal of Machine Learning Research},
volume = {10},
year = {2009}
}
@InProceedings{DoLeFoo09,
author = {C.B. Do and Q.V. Le and C.S. Foo},
title = {Proximal regularization for online and batch learning},
booktitle = {International Conference on Machine Learning},
year = {2009}
}
@InProceedings{DoLeTeoChapSmo09,
author = {C.B. Do and Q.V. Le and C.H. Teo and O. Chapelle and A.J. Smola},
title = {Tighter bounds for structured estimation},
booktitle = {Advances in Neural Information Processing Systems},
year = {2009}
}
@article{CaeMcCheLeSmo09,
author = {T. Caetano and J. McAuley and L. Cheng and Q.~V. Le, and A.~J. Smola},
title = {Learning graph matching},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
volume = {31},
number = {6},
year = {2009}
}
@InProceedings{LeSmoCan05,
author = {Q.~V. Le and A.~J. Smola and S. Canu},
title = {Heteroscedastic Gaussian Process Regression},
booktitle = {Proceedings of the 22nd International Conference on Machine Learning},
editor = {L. D. Raedt and S. Wrobel},
publisher = {ACM},
pages = {489-496},
year = {2005}
}
@InProceedings{LeSmoGae06,
author = {Q.~V. Le and A.~J. Smola and T. G\"{a}rtner},
title = {Simpler Knowledge-based Support Vector Machines},
booktitle = {Proceedings of the 23rd International Conference on Machine Learning},
editor = {W. W. Cohen and A. Moore},
pages = {521-528},
year = {2006}
}
@InProceedings{SmoVisLe07,
author = {A.~J. Smola and S.~V.~N. Vishwanathan and Q.~V. Le},
title = {Bundle Methods for Machine Learning},
booktitle = {Advances in Neural Information Processing Systems 20},
year = {2007},
editor = {J. C. Platt and D. Koller and Y. Singer and S. Roweis},
address = {Cambridge MA},
publisher = {{MIT} Press}
}
@InProceedings{GaeLeBurSmoetal06,
author = {T. G\"artner and Q.~V. Le and S. Burton and A.~J. Smola and S.~V.~N. Vishwanathan},
title = {Large-Scale Multiclass Transduction},
booktitle = {Advances in Neural Information Processing Systems 18},
year = {2006},
editor = {Y. Weiss and B. {Sch\"olkopf} and J. Platt},
pages = {411-418},
address = {Cambride, MA},
publisher = {{MIT} Press}
}
@TechReport{LeSeaSmo05,
author = {Q.~V. Le and T. Sears and A.~J. Smola},
title = {Nonparametric Quantile Regression},
institution = {National {ICT} Australia},
year = {2005},
month = {June},
note = {Available at http://sml.nicta.com.au/$\sim$quocle}
}
@InProceedings{LeSmoGaeAlt06,
author = {Q.~V. Le and A.~J. Smola and T. G\"{a}rtner and Y. Altun},
title = {Transductive Gaussian Process Regression with Automatic Model Selection},
booktitle = {Proceedings of the 17th European Conference on Machine Learning},
year = {2006},
volume = {4212},
series = {Lecture Notes in Computer Science},
pages = {306-317},
publisher = {Springer},
editor = {J. F\"{u}rnkranz and T. Scheffer and M. Spiliopoulou}
}
@InProceedings{GaeLeBuretal06,
author = {T. G\"{a}rtner and Q.~V. Le and S. Burton and
A.~J. Smola and S.~V.~N. Vishwanathan},
title = {Large-Scale Multiclass Transduction},
booktitle = {Neural Information Processing Systems},
year = {2006},
publisher = {{MIT} Press},
pages = {411-418}
}
@Article{TakLeSeaSmo06,
author = {I. Takeuchi and Q.~V. Le and T. Sears and A.~J. Smola},
title = {Nonparametric Quantile Estimation},
journal = {Journal of Machine Learning Research},
year = {2006},
pages = {1231-1264},
ee = {http://www.jmlr.org/papers/v7/takeuchi06a.html},
publisher = {MIT Press},
volume = {7}
}
@InProceedings{BurLeRag07,
author = {C.~J. Burges and Q.~V. Le and R. Ragno},
title = {Learning to Rank with Nonsmooth cost functions},
booktitle = {Advances in Neural Information Processing Systems 19},
pages = {193-200},
editor = {B. {Sch\"olkopf} and J. Platt and T. Hofmann},
year = {2007}
}
@Article{LeSmo07,
author = {Q.~V. Le and A.~J. Smola},
title = {Direct Optimization of Ranking Measures},
journal = {CoRR},
volume = {abs/0704.3359},
ee = {http://arxiv.org/abs/0704.3359},
year = {2007}
}
@InProceedings{TeoLeSmoVis07,
author = {C.~H. Teo and Q.~V. Le and A.~J. Smola and S.~V.~N. Vishwanathan},
title = {A Scalable Modular Convex Solver for Regularized Risk Minimization},
booktitle = {Proceedings of the 13rd ACM Conference on Knowledge Discovery and Data Mining},
pages = {727-736},
editor = {P. Berkhin and R. Caruana and X. Wu},
publisher = {ACM},
year = {2007}
}
@incollection{WeiKarLeSmo08,
title = {COFI RANK - Maximum Margin Matrix Factorization for
Collaborative Ranking},
author = {M. Weimer and A. Karatzoglou and Q.~V. Le and A.~J. Smola},
booktitle = {Advances in Neural Information Processing Systems 20},
editor = {J.C. Platt and D. Koller and Y. Singer and S. Roweis},
publisher = {MIT Press},
address = {Cambridge, MA},
year = {2008}
}
@InProceedings{ChaLeSmo07,
author = {O. Chapelle and Q.~V. Le and A.~J. Smola},
title = {Large margin optimization of ranking measures},
booktitle = {NIPS Workshop: Machine Learning for Web Search},
year = {2007}
}
@InProceedings{CaeCheLeSmo07,
author = {T. Caetano and L. Cheng and Q.~V. Le, and A.~J. Smola},
title = {Learning graph matching},
booktitle = {Proceedings of the 11th IEEE International Conference on Computer Vision},
year = {2007}
}
@TechReport{GarLeSmo06,
author = {T. G\"{a}rtner and Q.~V. Le and A.~J. Smola},
title = {A short tour of kernel methods for graphs},
year = {2006},
institution = {Fraunhofer IAIS and National ICT Australia},
note = {Available at http://sml.nicta.com.au/$\sim$quocle}
}
@article{QuaSmoCaeLe08,
author = {N. Quadrianto and A.~J. Smola and T. Caetano and Q.~V. Le},
title = {Estimating labels from label proportions},
booktitle = {Proceedings of the 25th International Conference on Machine Learning},
location = {Helsinki, Finland},
editor = {A. McCallum and S. Roweis},
publisher = {Omnipress},
year = {2008},
pages = {776--783}
}