@Proceedings{icml2010, title = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/}, publisher = {Omnipress} } @InProceedings{icml2010_001, author = {Chid Apte}, title = {The Role of Machine Learning in Business Optimization}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1--2}, year = 2010, editor = {Johannes F\"urnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/903.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_002, author = {Mark Cummins and Paul Newman}, title = {{FAB-MAP}: Appearance-Based Place Recognition and Mapping using a Learned Visual Vocabulary Model}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {3--10}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/906.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_003, author = {Pedro Felzenszwalb and Ross Girshick and David McAllester and Deva Ramanan}, title = {Discriminative Latent Variable Models for Object Detection}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {11--12}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/907.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_004, author = {Thore Graepel and Joaquin Qui{\~{n}}onero Candela and Thomas Borchert and Ralf Herbrich}, title = {Web-Scale {Bayesian} Click-Through rate Prediction for Sponsored Search Advertising in {Microsoft}'s {Bing} Search Engine}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {13--20}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/901.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_005, author = {Christopher Raphael}, title = {Music Plus One and Machine Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {21--28}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/904.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_006, author = {Benjamin Snyder and Regina Barzilay}, title = {Climbing the {Tower of Babel}: Unsupervised Multilingual Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {29--36}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/905.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_007, author = {Wei Xu and Ling Huang and Armando Fox and David Patterson and Michael I. Jordan}, title = {Detecting Large-Scale System Problems by Mining Console Logs}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {37--46}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/902.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_008, author = {Arthur U. Asuncion and Qiang Liu and Alexander T. Ihler and Padhraic Smyth}, title = {Particle Filtered {MCMC-MLE} with Connections to Contrastive Divergence}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {47--54}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/246.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_009, author = {R\'{e}mi Bardenet and Bal{\'a}zs K{\'e}gl}, title = {Surrogating the surrogate: accelerating {Gaussian}-process-based global optimization with a mixture cross-entropy algorithm}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {55--62}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/297.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_010, author = {Nicholas Bartlett and David Pfau and Frank Wood}, title = {Forgetting Counts: Constant Memory Inference for a Dependent Hierarchical Pitman-Yor Process}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {63--70}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/549.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_011, author = {Sahely Bhadra and Sourangshu Bhattacharya and Chiranjib Bhattacharyya and Aharon Ben-tal}, title = {Robust Formulations for Handling Uncertainty in Kernel Matrices}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {71--78}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/268.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_012, author = {Mustafa Bilgic and Lilyana Mihalkova and Lise Getoor}, title = {Active Learning for Networked Data}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {79--86}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/544.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_013, author = {David M. Blei and Peter Frazier}, title = {Distance dependent {Chinese} restaurant processes}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {87--94}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/551.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_014, author = {Gianluca Bontempi and Patrick E. Meyer}, title = {Causal filter selection in microarray data}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {95--102}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/78.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_015, author = {Antoine Bordes and Nicolas Usunier and Jason Weston}, title = {Label Ranking under Ambiguous Supervision for Learning Semantic Correspondences}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {103--110}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/331.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_016, author = {Y-Lan Boureau and Jean Ponce and Yann LeCun}, title = {A Theoretical Analysis of Feature Pooling in Visual Recognition}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {111--118}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/638.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_017, author = {Bruno Bouzy and Marc Metivier}, title = {Multi-agent Learning Experiments on Repeated Matrix Games}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {119--126}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/76.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_018, author = {Joseph K. Bradley and Carlos Guestrin}, title = {Learning Tree Conditional Random Fields}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {127--134}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/586.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_019, author = {Nader H. Bshouty and Philip M. Long}, title = {Finding Planted Partitions in Nearly Linear Time using Arrested Spectral Clustering}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {135--142}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/119.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_020, author = {R{\'o}bert Busa-Fekete and Bal{\'a}zs K{\'e}gl}, title = {Fast boosting using adversarial bandits}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {143--150}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/263.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_021, author = {Kevin R. Canini and Mikhail M. Shashkov and Thomas L. Griffiths}, title = {Modeling Transfer Learning in Human Categorization with the Hierarchical Dirichlet Process}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {151--158}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/180.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_022, author = {Bin Cao and Nathan Nan Liu and Qiang Yang}, title = {Transfer Learning for Collective Link Prediction in Multiple Heterogenous Domains}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {159--166}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/505.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_023, author = {Miguel {\'A}. Carreira-Perpi{\~{n}}{\'a}n}, title = {The Elastic Embedding Algorithm for Dimensionality Reduction}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {167--174}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/123.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_024, author = {Nicolo Cesa-Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {Random Spanning Trees and the Prediction of Weighted Graphs}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {175--182}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/298.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_025, author = {Nicolo Cesa-Bianchi and Shai Shalev-Shwartz and Ohad Shamir}, title = {Efficient Learning with Partially Observed Attributes}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {183--190}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/319.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_026, author = {Doran Chakraborty and Peter Stone}, title = {Convergence, Targeted Optimality, and Safety in Multiagent Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {191--198}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/453.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_027, author = {Ming-Wei Chang and Vivek Srikumar and Dan Goldwasser and Dan Roth}, title = {Structured Output Learning with Indirect Supervision}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {199--206}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/522.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_028, author = {Yutian Chen and Max Welling}, title = {Dynamical Products of Experts for Modeling Financial Time Series}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {207--214}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/175.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_029, author = {Weiwei Cheng and Krzysztof Dembczynski and Eyke H{\"u}llermeier}, title = {Label Ranking Methods based on the {Plackett-Luce} Model}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {215--222}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/353.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_030, author = {Weiwei Cheng and Krzysztof Dembczynski and Eyke H{\"u}llermeier}, title = {Graded Multilabel Classification: The Ordinal Case}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {223--230}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/596.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_031, author = {Michael H. Coen and M. Hidayath Ansari and Nathanael Fillmore}, title = {Comparing Clusterings in Space}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {231--238}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/642.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_032, author = {Corinna Cortes and Mehryar Mohri and Afshin Rostamizadeh}, title = {Two-Stage Learning Kernel Algorithms}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {239--246}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/125.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_033, author = {Corinna Cortes and Mehryar Mohri and Afshin Rostamizadeh}, title = {Generalization Bounds for Learning Kernels}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {247--254}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/179.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_034, author = {Fabrizio Costa and Kurt De Grave}, title = {Fast Neighborhood Subgraph Pairwise Distance Kernel}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {255--262}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/347.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_035, author = {Sajib Dasgupta and Vincent Ng}, title = {Mining Clustering Dimensions}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {263--270}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/582.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_036, author = {Jesse Davis and Pedro Domingos}, title = {Bottom-Up Learning of Markov Network Structure}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {271--278}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/537.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_037, author = {Krzysztof Dembczynski and Weiwei Cheng and Eyke H{\"u}llermeier}, title = {Bayes Optimal Multilabel Classification via Probabilistic Classifier Chains}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {279--286}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/589.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_038, author = {Thomas Deselaers and Vittorio Ferrari}, title = {A Conditional Random Field for Multiple-Instance Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {287--294}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/87.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_039, author = {Joshua V. Dillon and Krishnakumar Balasubramanian and Guy Lebanon}, title = {Asymptotic Analysis of Generative Semi-Supervised Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {295--302}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/107.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_040, author = {Frank Dondelinger and Sophie Lebre and Dirk Husmeier}, title = {Heterogeneous Continuous Dynamic {Bayesian} Networks with Flexible Structure and Inter-Time Segment Information Sharing}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {303--310}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/286.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_041, author = {Carlton Downey and Scott Sanner}, title = {Temporal Difference {Bayesian} Model Averaging: A {Bayesian} Perspective on Adapting Lambda}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {311--318}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/295.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_042, author = {Gregory Druck and Andrew McCallum}, title = {High-Performance Semi-Supervised Learning using Discriminatively Constrained Generative Models}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {319--326}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/643.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_043, author = {John C. Duchi and Lester W. Mackey and Michael I. Jordan}, title = {On the Consistency of Ranking Algorithms}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {327--334}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/421.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_044, author = {Krishnamurthy Dvijotham and Emanuel Todorov}, title = {Inverse Optimal Control with Linearly-Solvable {MDPs}}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {335--342}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/571.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_045, author = {Tal El-Hay and Ido Cohn and Nir Friedman and Raz Kupferman}, title = {Continuous-Time Belief Propagation}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {343--350}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/378.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_046, author = {Lev Faivishevsky and Jacob Goldberger}, title = {Nonparametric Information Theoretic Clustering Algorithm}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {351--358}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/168.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_047, author = {Romaric Gaudel and Michele Sebag}, title = {Feature Selection as a One-Player Game}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {359--366}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/247.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_048, author = {Matan Gavish and Boaz Nadler and Ronald R. Coifman}, title = {Multiscale Wavelets on Trees, Graphs and High Dimensional Data: Theory and Applications to Semi Supervised Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {367--374}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/137.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_049, author = {Sean M. Gerrish and David M. Blei}, title = {A Language-based Approach to Measuring Scholarly Impact}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {375--382}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/384.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_050, author = {Noam Goldberg and Jonathan Eckstein}, title = {Boosting Classifiers with Tightened L0-Relaxation Penalties}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {383--390}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/23.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_051, author = {Ryan Gomes and Andreas Krause}, title = {Budgeted Nonparametric Learning from Data Streams}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {391--398}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/433.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_052, author = {Karol Gregor and Yann LeCun}, title = {Learning Fast Approximations of Sparse Coding}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {399--406}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/449.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_053, author = {Alexander Grubb and J. Andrew Bagnell}, title = {Boosted Backpropagation Learning for Training Deep Modular Networks}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {407--414}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/451.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_054, author = {Andrew Guillory and Jeff Bilmes}, title = {Interactive Submodular Set Cover}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {415--422}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/436.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_055, author = {Bharath Hariharan and Lihi Zelnik-Manor and S. V. N. Vishwanathan and Manik Varma}, title = {Large Scale Max-Margin Multi-Label Classification with Priors}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {423--430}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/344.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_056, author = {Abhay Harpale and Yiming Yang}, title = {Active Learning for Multi-Task Adaptive Filtering}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {431--438}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/620.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_057, author = {Matthew D. Hoffman and David M. Blei and Perry R. Cook}, title = {Bayesian Nonparametric Matrix Factorization for Recorded Music}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {439--446}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/523.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_058, author = {Jean Honorio and Dimitris Samaras}, title = {Multi-Task Learning of {Gaussian} Graphical Models}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {447--454}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/35.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_059, author = {Jonathan Huang and Carlos Guestrin}, title = {Learning Hierarchical Riffle Independent Groupings from Rankings}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {455--462}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/605.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_060, author = {Martial Hue and Jean-Philippe Vert}, title = {On learning with kernels for unordered pairs}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {463--470}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/520.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_061, author = {Martin Jaggi and Marek Sulovsk{\'y}}, title = {A Simple Algorithm for Nuclear Norm Regularized Problems}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {471--478}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/196.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_062, author = {Dominik Janzing and Patrik O. Hoyer and Bernhard Sch{\"o}lkopf}, title = {Telling cause from effect based on high-dimensional observations}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {479--486}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/576.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_063, author = {Rodolphe Jenatton and Julien Mairal and Guillaume Obozinski and Francis Bach}, title = {Proximal Methods for Sparse Hierarchical Dictionary Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {487--494}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/416.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_064, author = {Shuiwang Ji and Wei Xu and Ming Yang and Kai Yu}, title = {{3D} Convolutional Neural Networks for Human Action Recognition}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {495--502}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/100.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_065, author = {Vladimir Jojic and Stephen Gould and Daphne Koller}, title = {Accelerated dual decomposition for MAP inference}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {503--510}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/628.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_066, author = {Shivaram Kalyanakrishnan and Peter Stone}, title = {Efficient Selection of Multiple Bandit Arms: Theory and Practice}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {511--518}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/410.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_067, author = {Dongmin Kim and Suvrit Sra and Inderjit Dhillon}, title = {A scalable trust-region algorithm with application to mixed-norm regression}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {519--526}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/562.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_068, author = {Minyoung Kim and Fernando De la Torre}, title = {Local Minima Embedding}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {527--534}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/374.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_069, author = {Minyoung Kim and Fernando De la Torre}, title = {Gaussian Processes Multiple Instance Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {535--542}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/412.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_070, author = {Seyoung Kim and Eric P. Xing}, title = {Tree-Guided Group {Lasso} for Multi-Task Regression with Structured Sparsity}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {543--550}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/352.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_071, author = {Stanley Kok and Pedro Domingos}, title = {Learning Markov Logic Networks Using Structural Motifs}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {551--558}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/502.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_072, author = {Mladen Kolar and Ankur P. Parikh and Eric P. Xing}, title = {On Sparse Nonparametric Conditional Covariance Selection}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {559--566}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/197.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_073, author = {Andreas Krause and Volkan Cevher}, title = {Submodular Dictionary Selection for Sparse Representation}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {567--574}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/366.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_074, author = {Brian Kulis and Peter L. Bartlett}, title = {Implicit Online Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {575--582}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/429.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_075, author = {Tobias Lang and Marc Toussaint}, title = {Probabilistic Backward and Forward Reasoning in Stochastic Relational Worlds}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {583--590}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/77.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_076, author = {Nathan Lay and Adrian Barbu}, title = {Supervised Aggregation of Classifiers using Artificial Prediction Markets}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {591--598}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/99.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_077, author = {Alessandro Lazaric and Mohammad Ghavamzadeh}, title = {Bayesian Multi-Task Reinforcement Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {599--606}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/269.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_078, author = {Alessandro Lazaric and Mohammad Ghavamzadeh and R{\'e}mi Munos}, title = {Analysis of a Classification-based Policy Iteration Algorithm}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {607--614}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/303.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_079, author = {Alessandro Lazaric and Mohammad Ghavamzadeh and R{\'e}mi Munos}, title = {Finite-Sample Analysis of {LSTD}}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {615--622}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/598.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_080, author = {Nicolas Le Roux and Andrew Fitzgibbon}, title = {A fast natural {Newton} method}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {623--630}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/438.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_081, author = {Mu Li and James T. Kwok and Bao-Liang Lu}, title = {Making Large-Scale Nystr{\"o}m Approximation Possible}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {631--638}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/242.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_082, author = {Percy Liang and Michael I. Jordan and Dan Klein}, title = {Learning Programs: A Hierarchical {Bayesian} Approach}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {639--646}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/568.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_083, author = {Percy Liang and Nati Srebro}, title = {On the Interaction between Norm and Dimensionality: Multiple Regimes in Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {647--654}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/601.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_084, author = {Frank Lin and William W. Cohen}, title = {Power Iteration Clustering}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {655--662}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/387.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_085, author = {Guangcan Liu and Zhouchen Lin and Yong Yu}, title = {Robust Subspace Segmentation by Low-Rank Representation}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {663--670}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/521.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_086, author = {Hairong Liu and Shuicheng Yan}, title = {Robust Graph Mode Seeking by Graph Shift}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {671--678}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/132.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_087, author = {Wei Liu and Junfeng He and Shih-Fu Chang}, title = {Large Graph Construction for Scalable Semi-Supervised Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {679--686}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/16.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_088, author = {Yan Liu and Alexandru Niculescu-Mizil and Aurélie Lozano and Yong Lu}, title = {Learning Temporal Causal Graphs for Relational Time-Series Analysis}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {687--694}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/235.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_089, author = {Daniel J. Lizotte and Michael Bowling and Susan A. Murphy}, title = {Efficient Reinforcement Learning with Multiple Reward Functions for Randomized Controlled Trial Analysis}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {695--702}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/464.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_090, author = {Philip M. Long and Rocco A. Servedio}, title = {Restricted {Boltzmann} Machines are Hard to Approximately Evaluate or Simulate}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {703--710}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/115.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_091, author = {Lester W. Mackey and David Weiss and Michael I. Jordan}, title = {Mixed Membership Matrix Factorization}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {711--718}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/553.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_092, author = {Hamid Reza Maei and Csaba Szepesvari and Shalabh Bhatnagar and Richard S. Sutton}, title = {Toward Off-Policy Learning Control with Function Approximation}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {719--726}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/627.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_093, author = {M. M. Hassan Mahmud}, title = {Constructing States for Reinforcement Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {727--734}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/593.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_094, author = {James Martens}, title = {Deep learning via Hessian-free optimization}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {735--742}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/458.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_095, author = {James Martens}, title = {Learning the Linear Dynamical System with {ASOS}}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {743--750}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/532.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_096, author = {Mahdokht Masaeli and Glenn Fung and Jennifer G. Dy}, title = {From Transformation-Based Dimensionality Reduction to Feature Selection}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {751--758}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/333.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_097, author = {Hamed Masnadi-Shirazi and Nuno Vasconcelos}, title = {Risk minimization, probability elicitation, and cost-sensitive {SVM}s}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {759--766}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/376.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_098, author = {Julian J. McAuley and Tib{\'{e}}rio S. Caetano}, title = {Exploiting Data-Independence for Fast Belief-Propagation}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {767--774}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/202.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_099, author = {Brian McFee and Gert Lanckriet}, title = {Metric Learning to Rank}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {775--782}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/504.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_100, author = {Ofer Meshi and David Sontag and Tommi Jaakkola and Amir Globerson}, title = {Learning Efficiently with Approximate Inference via Dual Losses}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {783--790}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/587.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_101, author = {Renqiang Min and Laurens van der Maaten and Zineng Yuan and Anthony Bonner and Zhaolei Zhang}, title = {Deep Supervised t-Distributed Embedding}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {791--798}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/149.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_102, author = {Tetsuro Morimura and Masashi Sugiyama and Hisashi Kashima and Hirotaka Hachiya and Toshiyuki Tanaka}, title = {Nonparametric Return Distribution Approximation for Reinforcement Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {799--806}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/652.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_103, author = {Vinod Nair and Geoffrey E. Hinton}, title = {Rectified Linear Units Improve Restricted {Boltzmann} Machines}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {807--814}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/432.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_104, author = {Shinichi Nakajima and Masashi Sugiyama}, title = {Implicit Regularization in Variational {Bayesian} Matrix Factorization}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {815--822}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/518.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_105, author = {Sahand Negahban and Martin J. Wainwright}, title = {Estimation of (near) low-rank matrices with noise and high-dimensional scaling}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {823--830}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/195.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_106, author = {Donglin Niu and Jennifer G. Dy and Michael I. Jordan}, title = {Multiple Non-Redundant Spectral Clustering Views}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {831--838}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/342.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_107, author = {Santiago Onta{\~{n}}{\'o}n and Enric Plaza}, title = {Multiagent Inductive Learning: an Argumentation-based Approach}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {839--846}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/284.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_108, author = {John Paisley and Aimee Zaas and Christopher W. Woods and Geoffrey S. Ginsburg and Lawrence Carin}, title = {A Stick-Breaking Construction of the Beta Process}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {847--854}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/371.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_109, author = {Constantinos Panagiotakopoulos and Petroula Tsampouka}, title = {The Margin Perceptron with Unlearning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {855--862}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/176.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_110, author = {David Pardoe and Peter Stone}, title = {Boosting for Regression Transfer}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {863--870}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/330.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_111, author = {Marek Petrik and Gavin Taylor and Ron Parr and Shlomo Zilberstein}, title = {Feature Selection Using Regularization in Approximate Linear Programs for Markov Decision Processes}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {871--878}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/52.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_112, author = {Liuyang Li and Barnab{\'a}s P{\'o}czos and Csaba Szepesvári and Russell Greiner}, title = {Budgeted Distribution Learning of Belief Net Parameters}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {879--886}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/406.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_113, author = {Leonard K. M. Poon and Nevin L. Zhang and Tao Chen and Yi Wang}, title = {Variable Selection in Model-Based Clustering: To Do or To Facilitate}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {887--894}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/26.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_114, author = {Monica Dinculescu and Doina Precup}, title = {Approximate Predictive Representations of Partially Observable Systems}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {895--902}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/588.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_115, author = {Joseph Reisinger and Austin Waters and Bryan Silverthorn and Raymond J. Mooney}, title = {Spherical Topic Models}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {903--910}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/45.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_116, author = {Stefan R{\"u}ping}, title = {{SVM} Classifier Estimation from Group Probabilities}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {911--918}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/223.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_117, author = {Daniil Ryabko}, title = {Clustering processes}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {919--926}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/279.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_118, author = {Yunus Saat{\c{c}}i and Ryan Turner and Carl Edward Rasmussen}, title = {Gaussian Process Change Point Models}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {927--934}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/170.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_119, author = {Jun Sakuma and Hiromi Arai}, title = {Online Prediction with Privacy}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {935--942}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/259.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_120, author = {Ruslan Salakhutdinov}, title = {Learning Deep {Boltzmann} Machines using Adaptive {MCMC}}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {943--950}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/441.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_121, author = {Christoph Sawade and Niels Landwehr and Steffen Bickel and Tobias Scheffer}, title = {Active Risk Estimation}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {951--958}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/285.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_122, author = {Bruno Scherrer}, title = {Should one compute the Temporal Difference fix point or minimize the {Bellman} Residual? The unified oblique projection view}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {959--966}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/654.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_123, author = {Matthias W. Seeger}, title = {Gaussian Covariance and Scalable Variational Inference}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {967--974}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/311.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_124, author = {Ali Shoeb and John Guttag}, title = {Application of Machine Learning To Epileptic Seizure Detection}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {975--982}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/493.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_125, author = {Aleksandrs Slivkins and Filip Radlinski and Sreenivas Gollapudi}, title = {Learning optimally diverse rankings over large document collections}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {983--990}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/446.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_126, author = {Le Song and Sajid M. Siddiqi and Geoffrey Gordon and Alex Smola}, title = {Hilbert Space Embeddings of Hidden {Markov} Models}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {991--998}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/495.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_127, author = {Soeren Sonnenburg and Vojtech Franc}, title = {{COFFIN}: A Computational Framework for Linear {SVM}s}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {999--1006}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/280.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_128, author = {Jonathan Sorg and Satinder Singh and Richard Lewis}, title = {Internal Rewards Mitigate Agent Boundedness}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1007--1014}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/442.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_129, author = {Niranjan Srinivas and Andreas Krause and Sham Kakade and Matthias Seeger}, title = {Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1015--1022}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/422.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_130, author = {Zeeshan Syed and Ilan Rubinfeld}, title = {Unsupervised Risk Stratification in Clinical Datasets: Identifying Patients at Risk of Rare Outcomes}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1023--1030}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/310.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_131, author = {Istv{\`a}n Szita and Csaba Szepesv{\'a}ri}, title = {Model-based reinforcement learning with nearly tight exploration complexity bounds}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1031--1038}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/546.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_132, author = {Arthur Szlam and Xavier Bresson}, title = {Total Variation and Cheeger Cuts}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1039--1046}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/233.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_133, author = {Mingkui Tan and Li Wang and Ivor W. Tsang}, title = {Learning Sparse {SVM} for Feature Selection on Very High Dimensional Datasets}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1047--1054}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/227.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_134, author = {Yichuan Tang and Chris Eliasmith}, title = {Deep networks for robust visual recognition}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1055--1062}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/370.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_135, author = {Mamadou Thiao and Tao Pham Dinh and Hoai An Le Thi}, title = {A DC Programming Approach for Sparse Eigenvalue Problem}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1063--1070}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/359.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_136, author = {Christophe Thiery and Bruno Scherrer}, title = {Least-Squares Policy Iteration: Bias-Variance Trade-off in Control Problems}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1071--1078}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/336.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_137, author = {Daniel Ting and Ling Huang and Michael I. Jordan}, title = {An Analysis of the Convergence of Graph {Laplacians}}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1079--1086}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/554.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_138, author = {Ryota Tomioka and Taiji Suzuki and Masashi Sugiyama and Hisashi Kashima}, title = {A Fast Augmented Lagrangian Algorithm for Learning Low-Rank Matrices}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1087--1094}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/556.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_139, author = {Han-Hsing Tu and Hsuan-Tien Lin}, title = {One-sided Support Vector Regression for Multiclass Cost-sensitive Classification}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1095--1102}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/207.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_140, author = {David Vickrey and Cliff Chiung-Yu Lin and Daphne Koller}, title = {Non-Local Contrastive Objectives}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1103--1110}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/592.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_141, author = {Julia E. Vogt and Sandhya Prabhakaran and Thomas J. Fuchs and Volker Roth}, title = {The Translation-invariant {Wishart-Dirichlet} Process for Clustering Distance Data}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1111--1118}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/248.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_142, author = {Thomas J. Walsh and Kaushik Subramanian and Michael L. Littman and Carlos Diuk}, title = {Generalizing Apprenticeship Learning across Hypothesis Classes}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1119--1126}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/475.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_143, author = {Jun Wang and Sanjiv Kumar and Shih-Fu Chang}, title = {Sequential Projection Learning for Hashing with Compact Codes}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1127--1134}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/178.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_144, author = {Wei Wang and Zhi-Hua Zhou}, title = {A New Analysis of Co-Training}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1135--1142}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/275.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_145, author = {Zhuang Wang and Koby Crammer and Slobodan Vucetic}, title = {Multi-Class {Pegasos} on a Budget}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1143--1150}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/569.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_146, author = {Sinead Williamson and Chong Wang and Katherine A. Heller and David M. Blei}, title = {The {IBP} Compound {Dirichlet} Process and its Application to Focused Topic Modeling}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1151--1158}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/397.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_147, author = {Xindong Wu and Kui Yu and Hao Wang and Wei Ding}, title = {Online Streaming Feature Selection}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1159--1166}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/238.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_148, author = {Michael Wunder and Michael Littman and Monica Babes}, title = {Classes of Multiagent {Q}-learning Dynamics with epsilon-greedy Exploration}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1167--1174}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/191.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_149, author = {Zenglin Xu and Rong Jin and Haiqin Yang and Irwin King and Michael R. Lyu}, title = {Simple and Efficient Multiple Kernel Learning by Group {Lasso}}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1175--1182}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/540.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_150, author = {Feng Yan and Yuan (Alan) Qi}, title = {Sparse {Gaussian} Process Regression via L1 Penalization}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1183--1190}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/636.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_151, author = {Haiqin Yang and Zenglin Xu and Irwin King and Michael R. Lyu}, title = {Online Learning for Group {Lasso}}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1191--1198}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/473.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_152, author = {Tianbao Yang and Rong Jin and Anil K. Jain}, title = {Learning from Noisy Side Information by Generalized Maximum Entropy Model}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1199--1206}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/117.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_153, author = {Huizhen Yu}, title = {Convergence of Least Squares Temporal Difference Methods Under General Conditions}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1207--1214}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/187.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_154, author = {Kai Yu and Tong Zhang}, title = {Improved Local Coordinate Coding using Local Tangents}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1215--1222}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/454.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_155, author = {Yi Zhang and Jeff Schneider}, title = {Projection Penalties: Dimension Reduction without Loss}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1223--1230}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/481.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_156, author = {Peilin Zhao and Steven C.H. Hoi}, title = {{OTL}: A Framework of Online Transfer Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1231--1238}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/219.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_157, author = {Jun Zhu and Eric P. Xing}, title = {Conditional Topic Random Fields}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1239--1246}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/420.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_158, author = {Xiaojin Zhu and Bryan R. Gibson and Kwang-Sung Jun and Timothy T. Rogers and Joseph Harrison and Chuck Kalish}, title = {Cognitive Models of Test-Item Effects in Human Category Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1247--1254}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/468.pdf}, publisher = {Omnipress} } @InProceedings{icml2010_159, author = {Brian Ziebart and J. Andrew Bragnell and Anind K. Dey}, title = {Modeling Interaction via the Principle of Maximum Causal Entropy}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages = {1255--1262}, year = 2010, editor = {Johannes F{\"u}rnkranz and Thorsten Joachims}, address = {Haifa, Israel}, month = {June}, URL = {http://www.icml2010.org/papers/28.pdf}, publisher = {Omnipress} }