@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}
}