@article{adams:icml08,
   author = {R. Adams and O. Stegle},
   title = {Gaussian process product models for nonparametric nonstationarity},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1--8}
}

@article{allauzen:icml08,
   author = {C. Allauzen and M. Mohri and A. Talwalkar},
   title = {Sequence kernels for predicting protein essentiality},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {9--16}
}

@article{an:icml08,
   author = {Q. An and C. Wang and I. Shterev and E. Wang and L. Carin and D. Dunson},
   title = {Hierarchical kernel stick-breaking process for multi-task image analysis},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {17--24}
}

@article{bach:icml08,
   author = {F. Bach},
   title = {Graph kernels between point clouds},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {25--32}
}

@article{bach:icml08,
   author = {F. Bach},
   title = {Bolasso: model consistent lasso estimation through the bootstrap},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {33--40}
}

@article{barrett:icml08,
   author = {L. Barrett and S. Narayanan},
   title = {Learning all optimal policies with multiple criteria},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {41--47}
}

@article{bergeron:icml08,
   author = {C. Bergeron and J. Zaretzki and C. Breneman and K. Bennett},
   title = {Multiple instance ranking},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {48--55}
}

@article{bickel:icml08,
   author = {S. Bickel and J. Bogojeska and T. Lengauer and T. Scheffer},
   title = {Multi-task learning for hiv therapy screening},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {56--63}
}

@article{biggs:icml08,
   author = {M. Biggs and A. Ghodsi and S. Vavasis},
   title = {Nonnegative matrix factorization via rank-one downdate},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {64--71}
}

@article{bowling:icml08,
   author = {M. Bowling and M. Johanson and N. Burch and D. Szafron},
   title = {Strategy evaluation in extensive games with importance sampling},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {72--79}
}

@article{bryan:icml08,
   author = {B. Bryan and J. Schneider},
   title = {Actively learning level-sets of composite functions},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {80--87}
}

@article{caron:icml08,
   author = {F. Caron and A. Doucet},
   title = {Sparse Bayesian nonparametric regression},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {88--95}
}

@article{caruana:icml08,
   author = {R. Caruana and N. Karampatziakis and A. Yessenalina},
   title = {An empirical evaluation of supervised learning in high dimensions},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {96--103}
}

@article{catanzaro:icml08,
   author = {B. Catanzaro and N. Sundaram and K. Keutzer},
   title = {Fast support vector machine training and classification on graphics processors},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {104--111}
}

@article{cayton:icml08,
   author = {L. Cayton},
   title = {Fast nearest neighbor retrieval for Bregman divergences},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {112--119}
}

@article{cevikalp:icml08,
   author = {H. Cevikalp and B. Triggs and R. Polikar},
   title = {Nearest hyperdisk methods for high-dimensional classification},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {120--127}
}

@article{chen:icml08,
   author = {D. Chen and R. Mooney},
   title = {Learning to sportscast: a test of grounded language acquisition},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {128--135}
}

@article{chen:icml08,
   author = {J. Chen and J. Ye},
   title = {Training SVM with indefinite kernels},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {136--143}
}

@article{coates:icml08,
   author = {A. Coates and P. Abbeel and A. Ng},
   title = {Learning for control from multiple demonstrations},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {144--151}
}

@article{coleman:icml08,
   author = {T. Coleman and J. Saunderson and A. Wirth},
   title = {Spectral clustering with inconsistent advice},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {152--159}
}

@article{collobert:icml08,
   author = {R. Collobert and J. Weston},
   title = {A unified architecture for natural language processing: deep neural networks with multitask learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {160--167}
}

@article{corrada-emmanuel:icml08,
   author = {A. Corrada-Emmanuel and H. Schultz},
   title = {Autonomous geometric precision error estimation in low-level computer vision tasks},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {168--175}
}

@article{cortes:icml08,
   author = {C. Cortes and M. Mohri and D. Pechyony and A. Rastogi},
   title = {Stability of transductive regression algorithms},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {176--183}
}

@article{crammer:icml08,
   author = {K. Crammer and P. Talukdar and F. Pereira},
   title = {A rate-distortion one-class model and its applications to clustering},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {184--191}
}

@article{cunningham:icml08,
   author = {J. Cunningham and K. Shenoy and M. Sahani},
   title = {Fast Gaussian process methods for point process intensity estimation},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {192--199}
}

@article{dai:icml08,
   author = {W. Dai and Q. Yang and G. Xue and Y. Yu},
   title = {Self-taught clustering},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {200--207}
}

@article{dasgupta:icml08,
   author = {S. Dasgupta and D. Hsu},
   title = {Hierarchical sampling for active learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {208--215}
}

@article{dekel:icml08,
   author = {O. Dekel and O. Shamir},
   title = {Learning to classify with missing and corrupted features},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {216--223}
}

@article{dembczy\'{n}ski:icml08,
   author = {K. Dembczy\'{n}ski and W. Kotlowski and R. Slowi\{n}ski},
   title = {Maximum likelihood rule ensembles},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {224--231}
}

@article{dick:icml08,
   author = {U. Dick and P. Haider and T. Scheffer},
   title = {Learning from incomplete data with infinite imputations},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {232--239}
}

@article{diuk:icml08,
   author = {C. Diuk and A. Cohen and M. Littman},
   title = {An object-oriented representation for efficient reinforcement learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {240--247}
}

@article{donmez:icml08,
   author = {P. Donmez and J. Carbonell},
   title = {Optimizing estimated loss reduction for active sampling in rank learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {248--255}
}

@article{doshi:icml08,
   author = {F. Doshi and J. Pineau and N. Roy},
   title = {Reinforcement learning with limited reinforcement: using Bayes risk for active learning in POMDPs},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {256--263}
}

@article{dredze:icml08,
   author = {M. Dredze and K. Crammer and F. Pereira},
   title = {Confidence-weighted linear classification},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {264--271}
}

@article{duchi:icml08,
   author = {J. Duchi and S. Shalev-Shwartz and Y. Singer and T. Chandra},
   title = {Efficient projections onto the L1-ball for learning in high dimensions},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {272--279}
}

@article{dugas:icml08,
   author = {C. Dugas and D. Gadoury},
   title = {Pointwise exact bootstrap distributions of cost curves},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {280--287}
}

@article{dundar:icml08,
   author = {M. Dundar and M. Wolf and S. Lakare and M. Salganicoff and V. Raykar},
   title = {Polyhedral classifier for target detection a case study: colorectal cancer},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {288--295}
}

@article{epshteyn:icml08,
   author = {A. Epshteyn and A. Vogel and G. DeJong},
   title = {Active reinforcement learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {296--303}
}

@article{finley:icml08,
   author = {T. Finley and T. Joachims},
   title = {Training structural SVMs when exact inference is intractable},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {304--311}
}

@article{fox:icml08,
   author = {E. Fox and E. Sudderth and M. Jordan and A. Willsky},
   title = {An HDP-HMM for systems with state persistence},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {312--319}
}

@article{franc:icml08,
   author = {V. Franc and S. Sonnenburg},
   title = {Optimized cutting plane algorithm for support vector machines},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {320--327}
}

@article{franc:icml08,
   author = {V. Franc and P. Laskov and K. M\"{u}ller},
   title = {Stopping conditions for exact computation of leave-one-out error in support vector machines},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {328--335}
}

@article{frank:icml08,
   author = {J. Frank and S. Mannor and D. Precup},
   title = {Reinforcement learning in the presence of rare events},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {336--343}
}

@article{gomes:icml08,
   author = {R. Gomes and M. Welling and P. Perona},
   title = {Memory bounded inference in topic models},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {344--351}
}

@article{gonen:icml08,
   author = {M. Gonen and E. Alpaydin},
   title = {Localized multiple kernel learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {352--359}
}

@article{gordon:icml08,
   author = {G. Gordon and A. Greenwald and C. Marks},
   title = {No-regret learning in convex games},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {360--367}
}

@article{haffari:icml08,
   author = {G. Haffari and Y. Wang and S. Wang and G. Mori and F. Jiao},
   title = {Boosting with incomplete information},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {368--375}
}

@article{hamm:icml08,
   author = {J. Hamm and D. Lee},
   title = {Grassmann discriminant analysis: a unifying view on subspace-based learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {376--383}
}

@article{heigold:icml08,
   author = {G. Heigold and T. Deselaers and R. Schl\"{u}ter and H. Ney},
   title = {Modified MMI/MPE: a direct evaluation of the margin in speech recognition},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {384--391}
}

@article{heller:icml08,
   author = {K. Heller and S. Williamson and Z. Ghahramani},
   title = {Statistical models for partial membership},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {392--399}
}

@article{hoi:icml08,
   author = {S. Hoi and R. Jin},
   title = {Active kernel learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {400--407}
}

@article{hsieh:icml08,
   author = {C. Hsieh and K. Chang and C. Lin and S. Keerthi and S. Sundararajan},
   title = {A dual coordinate descent method for large-scale linear SVM},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {408--415}
}

@article{huynh:icml08,
   author = {T. Huynh and R. Mooney},
   title = {Discriminative structure and parameter learning for Markov logic networks},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {416--423}
}

@article{hyvarinen:icml08,
   author = {A. Hyvarinen and S. Shimizu and P. Hoyer},
   title = {Causal modelling combining instantaneous and lagged effects: an identifiable model based on non-Gaussianity},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {424--431}
}

@article{jong:icml08,
   author = {N. Jong and P. Stone},
   title = {Hierarchical model-based reinforcement learning: R-max + MAXQ},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {432--439}
}

@article{kakade:icml08,
   author = {S. Kakade and S. Shalev-Shwartz and A. Tewari},
   title = {Efficient bandit algorithms for online multiclass prediction},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {440--447}
}

@article{karlen:icml08,
   author = {M. Karlen and J. Weston and A. Erkan and R. Collobert},
   title = {Large scale manifold transduction},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {448--455}
}

@article{kersting:icml08,
   author = {K. Kersting and K. Driessens},
   title = {Non-parametric policy gradients: a unified treatment of propositional and relational domains},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {456--463}
}

@article{kirshner:icml08,
   author = {S. Kirshner and B. P\'{o}czos},
   title = {ICA and ISA using Schweizer-Wolff measure of dependence},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {464--471}
}

@article{klementiev:icml08,
   author = {A. Klementiev and D. Roth and K. Small},
   title = {Unsupervised rank aggregation with distance-based models},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {472--479}
}

@article{kohli:icml08,
   author = {P. Kohli and A. Shekhovtsov and C. Rother and V. Kolmogorov and P. Torr},
   title = {On partial optimality in multi-label MRFs},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {480--487}
}

@article{kolter:icml08,
   author = {J. Kolter and A. Coates and A. Ng and Y. Gu and C. DuHadway},
   title = {Space-indexed dynamic programming: learning to follow trajectories},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {488--495}
}

@article{kondor:icml08,
   author = {R. Kondor and K. Borgwardt},
   title = {The skew spectrum of graphs},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {496--503}
}

@article{ku\v{z}elka:icml08,
   author = {O. Ku\v{z}elka and F. \v{Z}elezn\'{y}},
   title = {Fast estimation of relational pattern coverage through randomization and maximum likelihood},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {504--511}
}

@article{lan:icml08,
   author = {Y. Lan and T. Liu and T. Qin and Z. Ma and H. Li},
   title = {Query-level stability and generalization in learning to rank},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {512--519}
}

@article{landwehr:icml08,
   author = {N. Landwehr},
   title = {Modeling interleaved hidden processes},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {520--527}
}

@article{langford:icml08,
   author = {J. Langford and A. Strehl and J. Wortman},
   title = {Exploration scavenging},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {528--535}
}

@article{larochelle:icml08,
   author = {H. Larochelle and Y. Bengio},
   title = {Classification using discriminative restricted Boltzmann machines},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {536--543}
}

@article{lazaric:icml08,
   author = {A. Lazaric and M. Restelli and A. Bonarini},
   title = {Transfer of samples in batch reinforcement learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {544--551}
}

@article{lebanon:icml08,
   author = {G. Lebanon and Y. Zhao},
   title = {Local likelihood modeling of temporal text streams},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {552--559}
}

@article{li:icml08a,
   author = {L. Li},
   title = {A worst-case comparison between temporal difference and residual gradient with linear function approximation},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {560--567}
}

@article{li:icml08b,
   author = {L. Li and M. Littman and T. Walsh},
   title = {Knows what it knows: a framework for self-aware learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {568--575}
}

@article{li:icml08c,
   author = {Z. Li and J. Liu and X. Tang},
   title = {Pairwise constraint propagation by semidefinite programming for semi-supervised classification},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {576--583}
}

@article{liang:icml08,
   author = {P. Liang and M. Jordan},
   title = {An asymptotic analysis of generative, discriminative, and pseudolikelihood estimators},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {584--591}
}

@article{liang:icml08,
   author = {P. Liang and H. Daum\'{e} and D. Klein},
   title = {Structure compilation: trading structure for features},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {592--599}
}

@article{loeff:icml08,
   author = {N. Loeff and D. Forsyth and D. Ramachandran},
   title = {ManifoldBoost: stagewise function approximation for fully-, semi- and un-supervised learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {600--607}
}

@article{long:icml08,
   author = {P. Long and R. Servedio},
   title = {Random classification noise defeats all convex potential boosters},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {608--615}
}

@article{lu:icml08a,
   author = {H. Lu and K. Plataniotis and A. Venetsanopoulos},
   title = {Uncorrelated multilinear principal component analysis through successive variance maximization},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {616--623}
}

@article{lu:icml08b,
   author = {Z. Lu and T. Leen and Y. Huang and D. Erdogmus},
   title = {A reproducing kernel hilbert space framework for pairwise time series distances},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {624--631}
}

@article{makino:icml08,
   author = {T. Makino and T. Takagi},
   title = {On-line discovery of temporal-difference networks},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {632--639}
}

@article{martins:icml08,
   author = {A. Martins and M. Figueiredo and P. Aguiar and N. Smith and E. Xing},
   title = {Nonextensive entropic kernels},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {640--647}
}

@article{mehta:icml08,
   author = {N. Mehta and S. Ray and P. Tadepalli and T. Dietterich},
   title = {Automatic discovery and transfer of MAXQ hierarchies},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {648--655}
}

@article{meka:icml08,
   author = {R. Meka and P. Jain and C. Caramanis and I. Dhillon},
   title = {Rank minimization via online learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {656--663}
}

@article{melo:icml08,
   author = {F. Melo and S. Meyn and I. Ribeiro},
   title = {An analysis of reinforcement learning with function approximation},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {664--671}
}

@article{mnih:icml08,
   author = {V. Mnih and C. Szepesv\'{a}ri and J. Audibert},
   title = {Empirical Bernstein stopping},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {672--679}
}

@article{mudigonda:icml08,
   author = {P. Mudigonda and P. Torr},
   title = {Efficiently solving convex relaxations for MAP estimation},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {680--687}
}

@article{narayanamurthy:icml08,
   author = {S. Narayanamurthy and B. Ravindran},
   title = {On the hardness of finding symmetries in Markov decision processes},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {688--695}
}

@article{nijssen:icml08,
   author = {S. Nijssen},
   title = {Bayes optimal classification for decision trees},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {696--703}
}

@article{nowozin:icml08,
   author = {S. Nowozin and G. Bakir},
   title = {A decoupled approach to exemplar-based unsupervised learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {704--711}
}

@article{obrien:icml08,
   author = {D. O'Brien and M. Gupta and R. Gray},
   title = {Cost-Sensitive multi-class classification from probability estimates},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {712--719}
}

@article{orabona:icml08,
   author = {F. Orabona and J. Keshet and B. Caputo},
   title = {The projectron: a bounded kernel-based perceptron},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {720--727}
}

@article{ouyang:icml08,
   author = {H. Ouyang and A. Gray},
   title = {Learning dissimilarities by ranking: from SDP to QP},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {728--735}
}

@article{paiement:icml08,
   author = {J. Paiement and Y. Grandvalet and S. Bengio and D. Eck},
   title = {A distance model for rhythms},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {736--743}
}

@article{palatucci:icml08,
   author = {M. Palatucci and A. Carlson},
   title = {On the chance accuracies of large collections of classifiers},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {744--751}
}

@article{parr:icml08,
   author = {R. Parr and L. Li and G. Taylor and C. Painter-Wakefield and M. Littman},
   title = {An analysis of linear models, linear value-function approximation, and feature selection for reinforcement learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {752--759}
}

@article{puolamaki:icml08,
   author = {K. Puolam\"{a}ki and A. Ajanki and S. Kaski},
   title = {Learning to learn implicit queries from gaze patterns},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {760--767}
}

@article{qi:icml08,
   author = {Y. Qi and D. Liu and D. Dunson and L. Carin},
   title = {Multi-task compressive sensing with Dirichlet process priors},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {768--775}
}

@article{quadrianto:icml08,
   author = {N. Quadrianto and A. Smola and T. Caetano and Q. Le},
   title = {Estimating labels from label proportions},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {776--783}
}

@article{radlinski:icml08,
   author = {F. Radlinski and R. Kleinberg and T. Joachims},
   title = {Learning diverse rankings with multi-armed bandits},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {784--791}
}

@article{ranzato:icml08,
   author = {M. Ranzato and M. Szummer},
   title = {Semi-supervised learning of compact document representations with deep networks},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {792--799}
}

@article{ravikumar:icml08,
   author = {P. Ravikumar and A. Agarwal and M. Wainwright},
   title = {Message-passing for graph-structured linear programs: proximal projections, convergence and rounding schemes},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {800--807}
}

@article{raykar:icml08,
   author = {V. Raykar and B. Krishnapuram and J. Bi and M. Dundar and R. Rao},
   title = {Bayesian multiple instance learning: automatic feature selection and inductive transfer},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {808--815}
}

@article{reisinger:icml08,
   author = {J. Reisinger and P. Stone and R. Miikkulainen},
   title = {Online kernel selection for Bayesian reinforcement learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {816--823}
}

@article{ren:icml08,
   author = {L. Ren and D. Dunson and L. Carin},
   title = {The dynamic hierarchical Dirichlet process},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {824--831}
}

@article{rish:icml08,
   author = {I. Rish and G. Grabarnilk and G. Cecchi and F. Pereira and G. Gordon},
   title = {Closed-form supervised dimensionality reduction with generalized linear models},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {832--839}
}

@article{rosset:icml08,
   author = {S. Rosset},
   title = {Bi-level path following for cross validated solution of kernel quantile regression},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {840--847}
}

@article{roth:icml08,
   author = {V. Roth and B. Fischer},
   title = {The GroupLASSO for generalized linear models: uniqueness of solutions and efficient algorithms},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {848--855}
}

@article{sahbi:icml08,
   author = {H. Sahbi and J. Audibert and J. Rabarisoa and R. Keriven},
   title = {Robust matching and recognition using context-dependent kernels},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {856--863}
}

@article{sakuma:icml08,
   author = {J. Sakuma and S. Kobayashi and R. Wright},
   title = {Privacy-preserving reinforcement learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {864--871}
}

@article{salakhutdinov:icml08a,
   author = {R. Salakhutdinov and I. Murray},
   title = {On the quantitative analysis of deep belief networks},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {872--879}
}

@article{salakhutdinov:icml08b,
   author = {R. Salakhutdinov and A. Mnih},
   title = {Bayesian probabilistic matrix factorization using Markov chain Monte Carlo},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {880--887}
}

@article{sarawagi:icml08,
   author = {S. Sarawagi and R. Gupta},
   title = {Accurate max-margin training for structured output spaces},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {888--895}
}

@article{sarkar:icml08,
   author = {P. Sarkar and A. Moore and A. Prakash},
   title = {Fast incremental proximity search in large graphs},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {896--903}
}

@article{schnalllevin:icml08,
   author = {M. Schnall-Levin and L. Chindelevitch and B. Berger},
   title = {Inverting the Viterbi algorithm: an abstract framework for structure design},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {904--911}
}

@article{seeger:icml08,
   author = {M. Seeger and H. Nickisch},
   title = {Compressed sensing and Bayesian experimental design},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {912--919}
}

@article{seldin:icml08,
   author = {Y. Seldin and N. Tishby},
   title = {Multi-classification by categorical features via clustering},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {920--927}
}

@article{shalevshwartz:icml08,
   author = {S. Shalev-Shwartz and N. Srebro},
   title = {SVM optimization: inverse dependence on training set size},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {928--935}
}

@article{shi:icml08,
   author = {T. Shi and M. Belkin and B. Yu},
   title = {Data spectroscopy: learning mixture models using eigenspaces of convolution operators},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {936--943}
}

@article{shin:icml08,
   author = {K. Shin and T. Kuboyama},
   title = {A generalization of Haussler's convolution kernel - mapping kernel},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {944--951}
}

@article{shringarpure:icml08,
   author = {S. Shringarpure and E. Xing},
   title = {mStruct: a new admixture model for inference of population structure in light of both genetic admixing and allele mutations},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {952--959}
}

@article{sigg:icml08,
   author = {C. Sigg and J. Buhmann},
   title = {Expectation-maximization for sparse and non-negative PCA},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {960--967}
}

@article{silver:icml08,
   author = {D. Silver and R. Sutton and M. M\"{u}ller},
   title = {Sample-based learning and search with permanent and transient memories},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {968--975}
}

@article{sindhwani:icml08,
   author = {V. Sindhwani and D. Rosenberg},
   title = {An RKHS for multi-view learning and manifold co-regularization},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {976--983}
}

@article{sokolovska:icml08,
   author = {N. Sokolovska and O. Capp\'{e} and F. Yvon},
   title = {The asymptotics of semi-supervised learning in discriminative probabilistic models},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {984--991}
}

@article{song:icml08,
   author = {L. Song and X. Zhang and A. Smola and A. Gretton and B. Sch\"{o}lkopf},
   title = {Tailoring density estimation via reproducing kernel moment matching},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {992--999}
}

@article{sorokina:icml08,
   author = {D. Sorokina and R. Caruana and M. Riedewald and D. Fink},
   title = {Detecting statistical interactions with additive groves of trees},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1000--1007}
}

@article{sriperumbudur:icml08,
   author = {B. Sriperumbudur and O. Lang and G. Lanckriet},
   title = {Metric embedding for kernel classification rules},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1008--1015}
}

@article{su:icml08,
   author = {J. Su and H. Zhang and C. Ling and S. Matwin},
   title = {Discriminative parameter learning for Bayesian networks},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1016--1023}
}

@article{sun:icml08,
   author = {L. Sun and S. Ji and J. Ye},
   title = {A least squares formulation for canonical correlation analysis},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1024--1031}
}

@article{syed:icml08,
   author = {U. Syed and M. Bowling and R. Schapire},
   title = {Apprenticeship learning using linear programming},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1032--1039}
}

@article{szafranski:icml08,
   author = {M. Szafranski and Y. Grandvalet and A. Rakotomamonjy},
   title = {Composite kernel learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1040--1047}
}

@article{szita:icml08,
   author = {I. Szita and A. L\"{o}rincz},
   title = {The many faces of optimism: a unifying approach},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1048--1055}
}

@article{takeda:icml08,
   author = {A. Takeda and M. Sugiyama},
   title = {Nu-support vector machine as conditional value-at-risk minimization},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1056--1063}
}

@article{tieleman:icml08,
   author = {T. Tieleman},
   title = {Training restricted Boltzmann machines using approximations to the likelihood gradient},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1064--1071}
}

@article{ueno:icml08,
   author = {T. Ueno and M. Kawanabe and T. Mori and S. Maeda and S. Ishii},
   title = {A semi-parametric statistical approach to model-free policy evaluation},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1072--1079}
}

@article{urtasun:icml08,
   author = {R. Urtasun and D. Fleet and A. Geiger and J. Popovic and T. Darrell and N. Lawrence},
   title = {Topologically-constrained latent variable models},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1080--1087}
}

@article{vangael:icml08,
   author = {J. Van Gael and Y. Saatci and Y. Teh and Z. Ghahramani},
   title = {Beam sampling for the infinite hidden Markov model},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1088--1095}
}

@article{vincent:icml08,
   author = {P. Vincent and H. Larochelle and Y. Bengio and P. Manzagol},
   title = {Extracting and composing robust features with denoising autoencoders},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1096--1103}
}

@article{vovk:icml08,
   author = {V. Vovk and F. Zhdanov},
   title = {Prediction with expert advice for the Brier game},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1104--1111}
}

@article{walder:icml08,
   author = {C. Walder and K. Kim and B. Sch\"{o}lkopf},
   title = {Sparse multiscale Gaussian process regression},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1112--1119}
}

@article{wang:icml08a,
   author = {C. Wang and S. Mahadevan},
   title = {Manifold alignment using procrustes analysis},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1120--1127}
}

@article{wang:icml08b,
   author = {H. Wang and Q. Yang and H. Qin and H. Zha},
   title = {Dirichlet component analysis: feature extraction for compositional data},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1128--1135}
}

@article{wang:icml08c,
   author = {H. Wang and Q. Yang and H. Zha},
   title = {Adaptive p-posterior mixture-model kernels for multiple instance learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1136--1143}
}

@article{wang:icml08d,
   author = {J. Wang and T. Jebara and S. Chang},
   title = {Graph transduction via alternating minimization},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1144--1151}
}

@article{wang:icml08e,
   author = {W. Wang and Z. Zhou},
   title = {On multi-view active learning and the combination with semi-supervised learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1152--1159}
}

@article{weinberger:icml08,
   author = {K. Weinberger and L. Saul},
   title = {Fast solvers and efficient implementations for distance metric learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1160--1167}
}

@article{weston:icml08,
   author = {J. Weston and F. Ratle and R. Collobert},
   title = {Deep learning via semi-supervised embedding},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1168--1175}
}

@article{wingate:icml08,
   author = {D. Wingate and S. Singh},
   title = {Efficiently learning linear-linear exponential family predictive representations of state},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1176--1183}
}

@article{wolfe:icml08,
   author = {J. Wolfe and A. Haghighi and D. Klein},
   title = {Fully distributed EM for very large datasets},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1184--1191}
}

@article{xia:icml08,
   author = {F. Xia and T. Liu and J. Wang and W. Zhang and H. Li},
   title = {Listwise approach to learning to rank - theory and algorithm},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1192--1199}
}

@article{yaman:icml08,
   author = {F. Yaman and T. Walsh and M. Littman and M. desJardins},
   title = {Democratic approximation of lexicographic preference models},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1200--1207}
}

@article{yao:icml08,
   author = {H. Yao and Z. Liu},
   title = {Preconditioned temporal difference learning},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1208--1215}
}

@article{yu:icml08,
   author = {J. Yu and S. Vishwanathan and S. G\"{u}nter and N. Schraudolph},
   title = {A quasi-Newton approach to nonsmooth convex optimization},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1216--1223}
}

@article{yue:icml08,
   author = {Y. Yue and T. Joachims},
   title = {Predicting diverse subsets using structural svms},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1224--1231}
}

@article{zhang:icml08a,
   author = {K. Zhang and I. Tsang and J. Kwok},
   title = {Improved Nystrom low-rank approximation and error analysis},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1232--1239}
}

@article{zhang:icml08b,
   author = {Z. Zhang and B. Dai and A. Tung},
   title = {Estimating local optimums in EM algorithm over Gaussian mixture model},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1240--1247}
}

@article{zhao:icml08,
   author = {B. Zhao and F. Wang and C. Zhang},
   title = {Efficient multiclass maximum margin clustering},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1248--1255}
}

@article{zhu:icml08,
   author = {J. Zhu and E. Xing and B. Zhang},
   title = {Laplace maximum margin Markov networks},
   booktitle = {Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)},
   location = {Helsinki, Finland},
   editor = {Andrew McCallum and Sam Roweis},
   publisher = {Omnipress},
   year = {2008},
   pages = {1256--1263}
}