@InProceedings{ICML2011Liu_6,
  author =    {Wei Liu and Jun Wang and Sanjiv Kumar and Shih-Fu Chang},
  title =     {Hashing with Graphs },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1--8},
}


@InProceedings{ICML2011Zhong_9,
  author =    {Wenliang Zhong and James Kwok},
  title =     {Efficient Sparse Modeling with Automatic Feature Grouping},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {9--16},
}


@InProceedings{ICML2011Bi_10,
  author =    {Wei Bi and James Kwok},
  title =     {Multi-Label Classification on Tree- and DAG-Structured Hierarchies },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {17--24},
}


@InProceedings{ICML2011He_38,
  author =    {Jingrui He and Rick Lawrence},
  title =     {A Graph-based Framework for Multi-Task Multi-View Learning },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {25--32},
}


@InProceedings{ICML2011Zhou_41,
  author =    {Tianyi Zhou and Dacheng Tao},
  title =     {GoDec: Randomized Low-rank & Sparse Matrix Decomposition in Noisy Case },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {33--40},
}


@InProceedings{ICML2011Yuan_50,
  author =    {Jia Yuan Yu and Shie Mannor},
  title =     {Unimodal Bandits},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {41--48},
}


@InProceedings{ICML2011Dinuzzo_54,
  author =    {Francesco Dinuzzo and Cheng Soon Ong and Peter Gehler and Gianluigi Pillonetto},
  title =     {Learning Output Kernels with Block Coordinate Descent },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {49--56},
}


@InProceedings{ICML2011Quang_60,
  author =    {Ha Quang Minh and Vikas Sindhwani},
  title =     {Vector-valued Manifold Regularization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {57--64},
}


@InProceedings{ICML2011Sugiyama_61,
  author =    {Masashi Sugiyama and Makoto Yamada and Manabu Kimura and Hirotaka Hachiya},
  title =     {On Information-Maximization Clustering: Tuning Parameter Selection and Analytic Solution },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {65--72},
}


@InProceedings{ICML2011Nock_63,
  author =    {Richard Nock and Brice Magdalou and Eric Briys and Frank Nielsen},
  title =     {On tracking portfolios with certainty equivalents on a generalization of Markowitz model: the Fool, the Wise and the Adaptive},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {73--80},
}


@InProceedings{ICML2011Babenko_74,
  author =    {Boris Babenko and Nakul Verma and Piotr Dollar and Serge Belongie},
  title =     {Multiple Instance Learning with Manifold Bags},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {81--88},
}


@InProceedings{ICML2011Jiang_83,
  author =    {Yi Jiang and Jiangtao Ren},
  title =     {Eigenvalue Sensitive Feature Selection},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {89--96},
}


@InProceedings{ICML2011Su_93,
  author =    {Jiang Su and Jelber Sayyad Shirab and Stan Matwin},
  title =     {Large Scale Text Classification using Semi-supervised Multinomial Naive Bayes },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {97--104},
}


@InProceedings{ICML2011Cho_98,
  author =    {KyungHyun Cho and Tapani Raiko and Alexander Ilin},
  title =     {Enhanced Gradient and Adaptive Learning Rate for Training Restricted Boltzmann Machines},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {105--112},
}


@InProceedings{ICML2011Tarlow_108,
  author =    {Daniel Tarlow and Dhruv Batra and Pushmeet Kohli and Vladimir Kolmogorov},
  title =     {Dynamic Tree Block Coordinate Ascent},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {113--120},
}


@InProceedings{ICML2011Mahoney_120,
  author =    {Michael Mahoney and Lorenzo Orecchia},
  title =     {Implementing regularization implicitly via approximate eigenvector computation},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {121--128},
}


@InProceedings{ICML2011Socher_125,
  author =    {Richard Socher and Cliff Chiung-Yu Lin and Andrew Ng and Chris Manning},
  title =     {Parsing Natural Scenes and Natural Language with Recursive Neural Networks},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {129--136},
}


@InProceedings{ICML2011Thomas_134,
  author =    {Philip Thomas and Andrew Barto},
  title =     {Conjugate Markov Decision Processes },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {137--144},
}


@InProceedings{ICML2011Lu_135,
  author =    {Tyler Lu and Craig Boutilier},
  title =     {Learning Mallows Models with Pairwise Preferences},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {145--152},
}


@InProceedings{ICML2011Scott_138,
  author =    {Clayton Scott},
  title =     {Surrogate losses and regret bounds for cost-sensitive classification with example-dependent costs },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {153--160},
}


@InProceedings{ICML2011Jawanpuria_143,
  author =    {Pratik Jawanpuria and Saketha Nath Jagarlapudi and Ganesh Ramakrishnan},
  title =     {Efficient Rule Ensemble Learning using Hierarchical Kernels },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {161--168},
}


@InProceedings{ICML2011Martins_150,
  author =    {Andre Martins and Mario Figueiredo and Pedro Aguiar and Noah Smith and Eric Xing},
  title =     {An Augmented Lagrangian Approach to Constrained MAP Inference },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {169--176},
}


@InProceedings{ICML2011Mannor_156,
  author =    {Shie Mannor and John Tsitsiklis},
  title =     {Mean-Variance Optimization in Markov Decision Processes },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {177--184},
}


@InProceedings{ICML2011Li_159,
  author =    {Lei Li and B. Aditya Prakash},
  title =     {Time Series Clustering: Complex is Simpler!},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {185--192},
}


@InProceedings{ICML2011Gould_171,
  author =    {Stephen Gould},
  title =     {Max-margin Learning for Lower Linear Envelope Potentials in Binary Markov Random Fields},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {193--200},
}


@InProceedings{ICML2011Clark_175,
  author =    {Alexander Clark},
  title =     {Inference of Inversion Transduction Grammars },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {201--208},
}


@InProceedings{ICML2011Hu_176,
  author =    {En-Liang Hu and Bo Wang and SongCan Chen},
  title =     {BCDNPKL: Scalable Non-Parametric Kernel Learning Using Block Coordinate Descent},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {209--216},
}


@InProceedings{ICML2011Van_178,
  author =    {Laurens Van der Maaten},
  title =     {Learning Discriminative Fisher Kernels},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {217--224},
}


@InProceedings{ICML2011Kpotufe_195,
  author =    {Samory Kpotufe and Ulrike von Luxburg},
  title =     {Pruning nearest neighbor cluster trees },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {225--232},
}


@InProceedings{ICML2011Zhao_198,
  author =    {Peilin Zhao and Steven Hoi and Rong Jin and Tianbao Yang},
  title =     {Online AUC Maximization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {233--240},
}


@InProceedings{ICML2011Yue_200,
  author =    {Yisong Yue and Thorsten Joachims},
  title =     {Beat the Mean Bandit },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {241--248},
}


@InProceedings{ICML2011Orabona_205,
  author =    {Francesco Orabona and Luo Jie},
  title =     {Ultra-Fast Optimization Algorithm for Sparse Multi Kernel Learning},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {249--256},
}


@InProceedings{ICML2011Potetz_208,
  author =    {Brian Potetz},
  title =     {Estimating the Bayes Point Using Linear Knapsack Problems },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {257--264},
}


@InProceedings{ICML2011Le_210,
  author =    {Quoc Le and Jiquan Ngiam and Adam Coates and Ahbik Lahiri and Bobby Prochnow and Andrew Ng},
  title =     {On optimization methods for deep learning },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {265--272},
}


@InProceedings{ICML2011Crammer_211,
  author =    {Koby Crammer and Claudio Gentile},
  title =     {Multiclass Classification with Bandit Feedback using Adaptive Regularization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {273--280},
}


@InProceedings{ICML2011Helmbold_216,
  author =    {Dave Helmbold and Phil Long},
  title =     {On the Necessity of Irrelevant Variables },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {281--288},
}


@InProceedings{ICML2011Barthelm\'{e}_217,
  author =    {Simon Barthelm\'{e} and Nicolas Chopin},
  title =     {ABC-EP: Expectation Propagation for Likelihood-free Bayesian Computation },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {289--296},
}


@InProceedings{ICML2011Germain_218,
  author =    {Pascal Germain and Alexandre Lacoste and Francois Laviolette and Mario Marchand and Sara Shanian},
  title =     {A PAC-Bayes Sample-compression Approach to Kernel Methods },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {297--304},
}


@InProceedings{ICML2011Tamar_222,
  author =    {Aviv Tamar and Dotan Di Castro and Ron Meir},
  title =     {Integrating Partial Model Knowledge in Model Free RL Algorithms},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {305--312},
}


@InProceedings{ICML2011Barbero_226,
  author =    {\'{A}lvaro Barbero and Suvrit Sra},
  title =     {Fast Newton-type Methods for Total Variation Regularization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {313--320},
}


@InProceedings{ICML2011Bradley_231,
  author =    {Joseph Bradley and Aapo Kyrola and Daniel Bickson and Carlos Guestrin},
  title =     {Parallel Coordinate Descent for L1-Regularized Loss Minimization},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {321--328},
}


@InProceedings{ICML2011Shalev-Shwartz_232,
  author =    {Shai Shalev-Shwartz and Alon Gonen and Ohad Shamir},
  title =     {Large-Scale Convex Minimization with a Low-Rank Constraint},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {329--336},
}


@InProceedings{ICML2011Hannah_235,
  author =    {Lauren Hannah and David Dunson},
  title =     {Approximate Dynamic Programming for Storage Problems },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {337--344},
}


@InProceedings{ICML2011Jegelka_237,
  author =    {Stefanie Jegelka and Jeff Bilmes},
  title =     {Online Submodular Minimization for Combinatorial Structures },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {345--352},
}


@InProceedings{ICML2011Norouzi_246,
  author =    {Mohammad Norouzi and David Fleet},
  title =     {Minimal Loss Hashing for Compact Binary Codes},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {353--360},
}


@InProceedings{ICML2011Chen_251,
  author =    {Bo Chen and Gungor Polatkan and Guillermo Sapiro and David Dunson and Lawrence Carin},
  title =     {The Hierarchical Beta Process for Convolutional Factor Analysis and Deep Learning},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {361--368},
}


@InProceedings{ICML2011Guillory_261,
  author =    {Andrew Guillory and Jeff Bilmes},
  title =     {Simultaneous Learning and Covering with Adversarial Noise },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {369--376},
}


@InProceedings{ICML2011Chen_262,
  author =    {Haojun Chen and David Dunson and Lawrence Carin},
  title =     {Topic Modeling with Nonparametric Markov Tree},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {377--384},
}


@InProceedings{ICML2011Kuwadekar_264,
  author =    {Ankit Kuwadekar and Jennifer Neville},
  title =     {Relational Active Learning for Joint Collective Classification Models},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {385--392},
}


@InProceedings{ICML2011Kumar_272,
  author =    {Abhishek Kumar and Hal Daume III},
  title =     {A Co-training Approach for Multi-view Spectral Clustering },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {393--400},
}


@InProceedings{ICML2011Harel_275,
  author =    {Maayan Harel and Shie Mannor},
  title =     {Learning from Multiple Outlooks},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {401--408},
}


@InProceedings{ICML2011Cossalter_283,
  author =    {Michele Cossalter and Rong Yan and Lu Zheng},
  title =     {Adaptive Kernel Approximation for Large-Scale Non-Linear SVM Prediction},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {409--416},
}


@InProceedings{ICML2011Garcia-Garcia_288,
  author =    {Dario Garcia-Garcia and Ulrike von Luxburg and Ra\'{u}l Santos-Rodr\'{i}iguez},
  title =     {Risk-Based Generalizations of f-divergences},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {417--424},
}


@InProceedings{ICML2011Quadrianto_304,
  author =    {Novi Quadrianto and Christoph Lampert},
  title =     {Learning Multi-View Neighborhood Preserving Projections },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {425--432},
}


@InProceedings{ICML2011Orabona_306,
  author =    {Francesco Orabona and Nicol\`{o} Cesa-Bianchi},
  title =     {Better Algorithms for Selective Sampling },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {433--440},
}


@InProceedings{ICML2011Robbiano_312,
  author =    {Sylvain Robbiano and St\'{e}phan Cl\'{e}mencon},
  title =     {Minimax Learning Rates for Bipartite Ranking and Plug-in Rules},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {441--448},
}


@InProceedings{ICML2011Jetchev_314,
  author =    {Nikolay Jetchev and Marc Toussaint},
  title =     {Task Space Retrieval Using Inverse Feedback Control },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {449--456},
}


@InProceedings{ICML2011Virtanen_318,
  author =    {Seppo Virtanen and Arto Klami and Samuel Kaski},
  title =     {Bayesian CCA via Group Sparsity},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {457--464},
}


@InProceedings{ICML2011Deisenroth_323,
  author =    {Marc Deisenroth and Carl Rasmussen},
  title =     {PILCO: A Model-Based and Data-Efficient Approach to Policy Search },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {465--472},
}


@InProceedings{ICML2011Karasuyama_326,
  author =    {Masayuki Karasuyama and Ichiro Takeuchi},
  title =     {Suboptimal Solution Path Algorithm for Support Vector Machine },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {473--480},
}


@InProceedings{ICML2011Sun_330,
  author =    {Yi Sun and Faustino Gomez and Mark Ring and J\"{u}rgen Schmidhuber},
  title =     {Incremental Basis Construction from Temporal Difference Error },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {481--488},
}


@InProceedings{ICML2011Gerrish_333,
  author =    {Sean Gerrish and David Blei},
  title =     {Predicting Legislative Roll Calls from Text },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {489--496},
}


@InProceedings{ICML2011Nakajima_337,
  author =    {Shinichi Nakajima and Masashi Sugiyama and Derin Babacan},
  title =     {On Bayesian PCA: Automatic Dimensionality Selection and Analytic Solution},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {497--504},
}


@InProceedings{ICML2011Bylander_339,
  author =    {Tom Bylander},
  title =     {Learning Linear Functions with Quadratic and Linear Multiplicative Updates},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {505--512},
}


@InProceedings{ICML2011Glorot_342,
  author =    {Xavier Glorot and Antoine Bordes and Yoshua Bengio},
  title =     {Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {513--520},
}


@InProceedings{ICML2011Kang_344,
  author =    {Zhuoliang Kang and Kristen Grauman and Fei Sha},
  title =     {Learning with Whom to Share in Multi-task Feature Learning },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {521--528},
}


@InProceedings{ICML2011Reyzin_348,
  author =    {Lev Reyzin},
  title =     {Boosting on a Budget: Sampling for Feature-Efficient Prediction },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {529--536},
}


@InProceedings{ICML2011Ikonomovska_349,
  author =    {Elena Ikonomovska and João Gama and Bernard Zenko and Saso Dzeroski},
  title =     {Speeding-Up Hoeffding-Based Regression Trees With Options },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {537--544},
}


@InProceedings{ICML2011Meyer_350,
  author =    {Gilles Meyer and Silvère Bonnabel and Rodolphe Sepulchre},
  title =     {Linear Regression under Fixed-Rank Constraints: A Riemannian Approach},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {545--552},
}


@InProceedings{ICML2011Luo_353,
  author =    {Dijun Luo and Chris Ding and Feiping Nie and Heng Huang},
  title =     {Cauchy Graph Embedding},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {553--560},
}


@InProceedings{ICML2011Gomez_354,
  author =    {Manuel Gomez Rodriguez and David Balduzzi and Bernhard Sch\"{o}lkopf},
  title =     {Uncovering the Temporal Dynamics of Diffusion Networks },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {561--568},
}


@InProceedings{ICML2011Gao_356,
  author =    {Tianshi Gao and Daphne Koller},
  title =     {Multiclass Boosting with Hinge Loss based on Output Coding },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {569--576},
}


@InProceedings{ICML2011Jegelka_358,
  author =    {Stefanie Jegelka and Jeff Bilmes},
  title =     {Approximation Bounds for Inference using Cooperative Cuts },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {577--584},
}


@InProceedings{ICML2011Hernandez-Orallo_366,
  author =    {Jose Hernandez-Orallo and Peter Flach and Cèsar Ferri},
  title =     {Brier Curves: a New Cost-Based Visualisation of Classifier Performance},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {585--592},
}


@InProceedings{ICML2011Brouard_367,
  author =    {C\'{e}line Brouard and Florence D'Alche-Buc and Marie Szafranski},
  title =     {Semi-supervised Penalized Output Kernel Regression for Link Prediction },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {593--600},
}


@InProceedings{ICML2011Nikolenko_371,
  author =    {Sergey Nikolenko and Alexander Sirotkin},
  title =     {A New Bayesian Rating System for Team Competitions },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {601--608},
}


@InProceedings{ICML2011Sujeeth_373,
  author =    {Arvind Sujeeth and HyoukJoong Lee and Kevin Brown and Tiark Rompf and Hassan Chafi and Michael Wu and Anand Atreya and Martin Odersky and Kunle Olukotun},
  title =     {OptiML: An Implicitly Parallel Domain-Specific Language for Machine Learning },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {609--616},
}


@InProceedings{ICML2011Zhu_374,
  author =    {Jun Zhu and Ning Chen and Eric Xing},
  title =     {Infinite SVM: a Dirichlet Process Mixture of Large-margin Kernel Machines },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {617--624},
}


@InProceedings{ICML2011Li_375,
  author =    {Lingbo Li and Mingyuan Zhou and Guillermo Sapiro and Lawrence Carin},
  title =     {On the Integration of Topic Modeling and Dictionary Learning },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {625--632},
}


@InProceedings{ICML2011Marlin,_376,
  author =    {Benjamin Marlin, University of British Columbia and Mohammad Khan, University of British Columbia and Kevin Murphy, University of British Columbia},
  title =     {Piecewise Bounds for Estimating Bernoulli-Logistic Latent Gaussian Models },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {633--640},
}


@InProceedings{ICML2011Urner_378,
  author =    {Ruth Urner and Shai Shalev-Shwartz and Shai Ben-David},
  title =     {Access to Unlabeled Data can Speed up Prediction Time},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {641--648},
}


@InProceedings{ICML2011Roy_379,
  author =    {Jean-Francis Roy and Francois Laviolette and Mario Marchand},
  title =     {From PAC-Bayes Bounds to Quadratic Programs for Majority Votes },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {649--656},
}


@InProceedings{ICML2011Flach_385,
  author =    {Peter Flach and Jose Hernandez-Orallo and C\`{e}sar Ferri},
  title =     {A Coherent Interpretation of AUC as a Measure of Aggregated Classification Performance },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {657--664},
}


@InProceedings{ICML2011Franc_386,
  author =    {Vojtech Franc and Alexander Zien and Bernhard Sch\"{o}lkopf},
  title =     {Support Vector Machines as Probabilistic Models },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {665--672},
}


@InProceedings{ICML2011Tamuz_395,
  author =    {Omer Tamuz and Ce Liu and Serge Belongie and Ohad Shamir and Adam Kalai},
  title =     {Adaptively Learning the Crowd Kernel },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {673--680},
}


@InProceedings{ICML2011Welling_398,
  author =    {Max Welling and Yee Whye Teh},
  title =     {Bayesian Learning via Stochastic Gradient Langevin Dynamics},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {681--688},
}


@InProceedings{ICML2011Ngiam_399,
  author =    {Jiquan Ngiam and Aditya Khosla and Mingyu Kim and Juhan Nam and Honglak Lee and Andrew Ng},
  title =     {Multimodal Deep Learning},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {689--696},
}


@InProceedings{ICML2011Kim_400,
  author =    {JooSeuk Kim and Clayton Scott},
  title =     {On the Robustness of Kernel Density M-Estimators },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {697--704},
}


@InProceedings{ICML2011Rai_401,
  author =    {Piyush Rai and Hal Daume III},
  title =     {Beam Search based MAP Estimates for the Indian Buffet Process },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {705--712},
}


@InProceedings{ICML2011Dekel_404,
  author =    {Ofer Dekel and Ran Gilad-Bachrach and Ohad Shamir and Lin Xiao},
  title =     {Optimal Distributed Online Prediction },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {713--720},
}


@InProceedings{ICML2011Knowles_410,
  author =    {David Knowles and Jurgen Van Gael and Zoubin Ghahramani},
  title =     {Message Passing Algorithms for the Dirichlet Diffusion Tree },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {721--728},
}


@InProceedings{ICML2011Peng_413,
  author =    {Jian Peng and Tamir Hazan and David McAllester and Raquel Urtasun},
  title =     {Convex Max-Product over Compact Sets for Protein Folding},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {729--736},
}


@InProceedings{ICML2011Chakraborty_418,
  author =    {Doran Chakraborty and Peter Stone},
  title =     {Structure Learning in Ergodic Factored MDPs without Knowledge of the Transition Function's In-Degree },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {737--744},
}


@InProceedings{ICML2011Hocking_419,
  author =    {Toby Hocking and Jean-Philippe Vert and Francis Bach and Armand Joulin},
  title =     {Clusterpath: an Algorithm for Clustering using Convex Fusion Penalties },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {745--752},
}


@InProceedings{ICML2011Shieh_421,
  author =    {Albert Shieh and Tatsunori Hashimoto and Edo Airoldi},
  title =     {Tree preserving embedding },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {753--760},
}


@InProceedings{ICML2011Arora_426,
  author =    {Raman Arora and Maya Gupta and Amol Kapila and Maryam Fazel,},
  title =     {Clustering by Left-Stochastic Matrix Factorization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {761--768},
}


@InProceedings{ICML2011Liu_427,
  author =    {Miao Liu and Xuejun Liao and Lawrence Carin},
  title =     {The Infinite Regionalized Policy Representation },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {769--776},
}


@InProceedings{ICML2011Wick_428,
  author =    {Michael Wick and Khashayar Rohanimanesh and Kedar Bellare and Aron Culotta and Andrew McCallum},
  title =     {SampleRank: Training Factor Graphs with Atomic Gradients},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {777--784},
}


@InProceedings{ICML2011Zhang_432,
  author =    {XianXing Zhang and David Dunson and Lawrence Carin},
  title =     {Tree-Structured Infinite Sparse Factor Model},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {785--792},
}


@InProceedings{ICML2011Vattani_434,
  author =    {Andrea Vattani and Deepayan Chakrabarti and Maxim Gurevich},
  title =     {Preserving Personalized Pagerank in Subgraphs},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {793--800},
}


@InProceedings{ICML2011Xiao_437,
  author =    {Lin Xiao and Dengyong Zhou and Mingrui Wu},
  title =     {Hierarchical Classification via Orthogonal Transfer },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {801--808},
}


@InProceedings{ICML2011Nickel_438,
  author =    {Maximilian Nickel and Volker Tresp and Hans-Peter Kriegel},
  title =     {A Three-Way Model for Collective Learning on Multi-Relational Data},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {809--816},
}


@InProceedings{ICML2011Neumann_441,
  author =    {Gerhard Neumann},
  title =     {Variational Inference for Policy Search in changing situations },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {817--824},
}


@InProceedings{ICML2011Buffoni_447,
  author =    {David Buffoni and Cl\'{e}ment Calauzenes and Patrick Gallinari and Nicolas Usunier},
  title =     {Learning Scoring Functions with Order-Preserving Losses and Standardized Supervision },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {825--832},
}


@InProceedings{ICML2011Rifai_455,
  author =    {Salah Rifai and Pascal Vincent and Xavier Muller and Xavier Glorot and Yoshua Bengio},
  title =     {Contractive Auto-Encoders: Explicit Invariance During Feature Extraction },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {833--840},
}


@InProceedings{ICML2011Lazaro-Gredilla_456,
  author =    {Miguel Lazaro-Gredilla and Michalis Titsias},
  title =     {Variational Heteroscedastic Gaussian Process Regression},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {841--848},
}


@InProceedings{ICML2011Liu_459,
  author =    {Qiang Liu and Alexander Ihler},
  title =     {Bounding the Partition Function using Holder's Inequality },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {849--856},
}


@InProceedings{ICML2011Vu_464,
  author =    {Duy Vu and Arthur Asuncion and David Hunter and Padhraic Smyth},
  title =     {Dynamic Egocentric Models for Citation Networks},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {857--864},
}


@InProceedings{ICML2011Small_465,
  author =    {Kevin Small and Byron Wallace and Carla Brodley and Thomas Trikalinos},
  title =     {The Constrained Weight Space SVM: Learning with Ranked Features },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {865--872},
}


@InProceedings{ICML2011Chen_469,
  author =    {Yudong Chen and Huan Xu and Constantine Caramanis and Sujay Sanghavi},
  title =     {Robust Matrix Completion and Corrupted Columns },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {873--880},
}


@InProceedings{ICML2011Geramifard_473,
  author =    {Alborz Geramifard and Finale Doshi and Joshua Redding and Nicholas Roy and Jonathan How},
  title =     {Online Discovery of Feature Dependencies },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {881--888},
}


@InProceedings{ICML2011Paisley_475,
  author =    {John Paisley and Lawrence Carin and David Blei},
  title =     {Variational Inference for Stick-Breaking Beta Process Priors },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {889--896},
}


@InProceedings{ICML2011Babes_478,
  author =    {Monica Babes and Vukosi Marivate and Michael Littman and Kaushik Subramanian},
  title =     {Apprenticeship Learning About Multiple Intentions},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {897--904},
}


@InProceedings{ICML2011Sohl-Dickstein_480,
  author =    {Jascha Sohl-Dickstein and Peter Battaglino and Michael DeWeese},
  title =     {Minimum Probability Flow Learning},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {905--912},
}


@InProceedings{ICML2011Doshi_483,
  author =    {Finale Doshi and David Wingate and Josh Tenenbaum and Nicholas Roy},
  title =     {Infinite Dynamic Bayesian Networks},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {913--920},
}


@InProceedings{ICML2011Coates_485,
  author =    {Adam Coates and Andrew Ng},
  title =     {The Importance of Encoding Versus Training with Sparse Coding and Vector Quantization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {921--928},
}


@InProceedings{ICML2011Cuturi_489,
  author =    {Marco Cuturi},
  title =     {Fast Global Alignment Kernels},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {929--936},
}


@InProceedings{ICML2011Bazzani_490,
  author =    {Loris Bazzani and Nando Freitas and Hugo Larochelle and Vittorio Murino and Jo-Anne Ting},
  title =     {Learning attentional policies for tracking and recognition in video with deep networks },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {937--944},
}


@InProceedings{ICML2011Dauphin_491,
  author =    {Yann Dauphin and Xavier Glorot and Yoshua Bengio},
  title =     {Large-Scale Learning of Embeddings with Reconstruction Sampling},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {945--952},
}


@InProceedings{ICML2011Chen_498,
  author =    {Minmin Chen and Kilian Weinberger and Yixin Chen},
  title =     {Automatic Feature Decomposition for Single View Co-training },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {953--960},
}


@InProceedings{ICML2011Shin_503,
  author =    {Kilho Shin and Marco Cuturi and Tetsuji Kuboyama},
  title =     {Mapping kernels for trees },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {961--968},
}


@InProceedings{ICML2011Machart_505,
  author =    {Pierre Machart and Thomas Peel and Sandrine Anthoine and Liva Ralaivola and Herv\'{e} Glotin,},
  title =     {Stochastic Low-Rank Kernel Learning for Regression },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {969--976},
}


@InProceedings{ICML2011Nagano_506,
  author =    {Kiyohito Nagano and Yoshinobu Kawahara and Kazuyuki Aihara},
  title =     {Size-constrained Submodular Minimization through Minimum Norm Base},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {977--984},
}


@InProceedings{ICML2011Ladicky_508,
  author =    {Lubor Ladicky and Philip Torr},
  title =     {Locally Linear Support Vector Machines },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {985--992},
}


@InProceedings{ICML2011Kadri_509,
  author =    {Hachem Kadri and Asma Rabaoui and Philippe Preux and Emmanuel Duflos and Alain Rakotomamonjy},
  title =     {Functional Regularized Least Squares Classication with Operator-valued Kernels },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {993--1000},
}


@InProceedings{ICML2011Jalali_516,
  author =    {Ali Jalali and Yudong Chen and Sujay Sanghavi and Huan Xu},
  title =     {Clustering Partially Observed Graphs via Convex Optimization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1001--1008},
}


@InProceedings{ICML2011Yang_518,
  author =    {Eunho Yang and Pradeep Ravikumar},
  title =     {On the Use of Variational Inference for Learning Discrete Graphical Model},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1009--1016},
}


@InProceedings{ICML2011Sutskever_524,
  author =    {Ilya Sutskever and James Martens and Geoffrey Hinton},
  title =     {Generating Text with Recurrent Neural Networks },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1017--1024},
}


@InProceedings{ICML2011Agovic_531,
  author =    {Amrudin Agovic and Arindam Banerjee and Snigdhansu Chatterje},
  title =     {Probabilistic Matrix Addition},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1025--1032},
}


@InProceedings{ICML2011Martens_532,
  author =    {James Martens and Ilya Sutskever},
  title =     {Learning Recurrent Neural Networks with Hessian-Free Optimization },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1033--1040},
}


@InProceedings{ICML2011Eisenstein_534,
  author =    {Jacob Eisenstein and Amr Ahmed and Eric Xing},
  title =     {Sparse Additive Generative Models of Text },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1041--1048},
}


@InProceedings{ICML2011Gabillon_541,
  author =    {Victor Gabillon and Alessandro Lazaric and Mohammad Ghavamzadeh and Bruno Scherrer},
  title =     {Classification-based Policy Iteration with a Critic},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1049--1056},
}


@InProceedings{ICML2011Das_542,
  author =    {Abhimanyu Das and David Kempe},
  title =     {Submodular meets Spectral: Greedy Algorithms for Subset Selection, Sparse Approximation and Dictionary Selection },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1057--1064},
}


@InProceedings{ICML2011Parikh_545,
  author =    {Ankur Parikh and Le Song and Eric Xing},
  title =     {A Spectral Algorithm for Latent Tree Graphical Models},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1065--1072},
}


@InProceedings{ICML2011Guan_546,
  author =    {Yue Guan and Jennifer Dy and Michael Jordan},
  title =     {A Unified Probabilistic Model for Global and Local Unsupervised Feature Selection},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1073--1080},
}


@InProceedings{ICML2011Li_548,
  author =    {Yu-Feng Li and Zhi-Hua Zhou},
  title =     {Towards Making Unlabeled Data Never Hurt },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1081--1088},
}


@InProceedings{ICML2011Saxe_551,
  author =    {Andrew Saxe and Pang Wei Koh and Zhenghao Chen and Maneesh Bhand and Bipin Suresh and Andrew Ng},
  title =     {On Random Weights and Unsupervised Feature Learning },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1089--1096},
}


@InProceedings{ICML2011Dudik_554,
  author =    {Miroslav Dudik and John Langford and Lihong Li},
  title =     {Doubly Robust Policy Evaluation and Learning },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1097--1104},
}


@InProceedings{ICML2011Ngiam_557,
  author =    {Jiquan Ngiam and Zhenghao Chen and Pang Wei Koh and Andrew Ng},
  title =     {Learning Deep Energy Models},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1105--1112},
}


@InProceedings{ICML2011Kotlowski_567,
  author =    {Wojciech Kotlowski and Krzysztof Dembczynski and Eyke Huellermeier},
  title =     {Bipartite Ranking through Minimization of Univariate Loss},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1113--1120},
}


@InProceedings{ICML2011Lee_569,
  author =    {Sangkyun Lee and Stephen Wright},
  title =     {Manifold Identification of Dual Averaging Methods for Regularized Stochastic Online Learning},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1121--1128},
}


@InProceedings{ICML2011Agarwal_572,
  author =    {Alekh Agarwal and Sahand Negahban and Martin Wainwright},
  title =     {Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1129--1136},
}


@InProceedings{ICML2011Vainsencher_582,
  author =    {Daniel Vainsencher and Ofer Dekel and Shie Mannor},
  title =     {Bundle Selling by Online Estimation of Valuation Functions},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1137--1144},
}


@InProceedings{ICML2011Courville_591,
  author =    {Aarron Courville and James Bergstra and Yoshua Bengio},
  title =     {Unsupervised Models of Images by Spike-and-Slab RBMs},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1145--1152},
}


@InProceedings{ICML2011Kamisetty_594,
  author =    {Hetunandan Kamisetty and Eric Xing and Christopher Langmead},
  title =     {Approximating Correlated Equilibria using Relaxations on the Marginal Polytope},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1153--1160},
}


@InProceedings{ICML2011Yan_596,
  author =    {Yan Yan and Romer Rosales and Glenn Fung and Jennifer Dy},
  title =     {Active Learning from Crowds },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1161--1168},
}


@InProceedings{ICML2011Waugh_599,
  author =    {Kevin Waugh and Brian Ziebart and Drew Bagnell},
  title =     {Computational Rationalization: The Inverse Equilibrium Problem},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1169--1176},
}


@InProceedings{ICML2011Ghavamzadeh_601,
  author =    {Mohammad Ghavamzadeh and Alessandro Lazaric and Remi Munos and Matthew Hoffman},
  title =     {Finite-Sample Analysis of Lasso-TD },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1177--1184},
}


@InProceedings{ICML2011Pazis_609,
  author =    {Jason Pazis and Ron Parr},
  title =     {Generalized Value Functions for Large Action Sets},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1185--1192},
}


@InProceedings{ICML2011Kulesza_611,
  author =    {Alex Kulesza and Ben Taskar},
  title =     {k-DPPs: Fixed-Size Determinantal Point Processes },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1193--1200},
}


@InProceedings{ICML2011Swersky_622,
  author =    {Kevin Swersky and Marc'Aurelio Ranzato and David Buchman and Benjamin Marlin and Nando Freitas},
  title =     {On Autoencoders and Score Matching for Energy Based Models},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1201--1208},
}


@InProceedings{ICML2011Grubb_626,
  author =    {Alexander Grubb and Drew Bagnell},
  title =     {Generalized Boosting Algorithms for Convex Optimization},
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1209--1216},
}