246 results
(View BibTeX file of all listed publications)

**Hypothesis testing using pairwise distances and associated kernels**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 1111-1118, (Editors: J Langford and J Pineau), Omnipress, New York, NY, USA, ICML, 2012 (inproceedings)

**Efficient Training of Graph-Regularized Multitask SVMs**
In *Machine Learning and Knowledge Discovery in Databases - European Conference, ECML/PKDD 2012, LNCS Vol. 7523*, pages: 633-647, (Editors: PA Flach and T De Bie and N Cristianini), Springer, Berlin, Germany, ECML, 2012 (inproceedings)

**Hilbert Space Embeddings of POMDPs**
In Conference on Uncertainty in Artificial Intelligence (UAI), 2012 (inproceedings)

**Learning Throwing and Catching Skills**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems *, pages: 5167-5168, IROS, 2012 (inproceedings)

**Maximally Informative Interaction Learning for Scene Exploration**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems*, pages: 5152-5158, IROS, 2012 (inproceedings)

**Beta oscillations propagate as traveling waves in the macaque prefrontal cortex**
42nd Annual Meeting of the Society for Neuroscience (Neuroscience), 2012 (talk)

**Investigating the Neural Basis of Brain-Computer Interface (BCI)-based Stroke Rehabilitation**
In *International Conference on NeuroRehabilitation (ICNR) *, pages: 617-621, (Editors: JL Pons, D Torricelli, and M Pajaro), Springer, Berlin, Germany, ICNR, 2012 (inproceedings)

**A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function**
In *Advances in Neural Information Processing Systems 25*, pages: 3014-3022, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**Algorithms for Learning Markov Field Policies**
In *Advances in Neural Information Processing Systems 25*, pages: 2186-2194, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**Semi-Supervised Domain Adaptation with Copulas**
In *Advances in Neural Information Processing Systems 25*, pages: 674-682, (Editors: P Bartlett, FCN Pereira, CJC. Burges, L Bottou, and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**Gradient Weights help Nonparametric Regressors**
In *Advances in Neural Information Processing Systems 25*, pages: 2870-2878, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**A Blind Deconvolution Approach for Pseudo CT Prediction from MR Image Pairs**
In *19th IEEE International Conference on Image Processing (ICIP) *, pages: 2953 -2956, IEEE, ICIP, 2012 (inproceedings)

**A mixed model approach for joint genetic analysis of alternatively spliced transcript isoforms using RNA-Seq data**
In 2012 (inproceedings) Submitted

**Evaluation of marginal likelihoods via the density of states**
In *Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2012)
*, 22, pages: 486-494, (Editors: N Lawrence and M Girolami), JMLR: W&CP 22, AISTATS, 2012 (inproceedings)

**Distributed multisensory signals acquisition and analysis in dyadic interactions**
In *Proceedings of the 2012 ACM Annual Conference on Human Factors in Computing Systems Extended Abstracts*, pages: 2261-2266, (Editors: JA Konstan and EH Chi and K Höök), ACM, New York, NY, USA, CHI, 2012 (inproceedings)

**Measuring Cognitive Load by means of EEG-data - how detailed is the picture we can get?**
In *Meeting of the EARLI SIG 22 Neuroscience and Education*, 2012 (inproceedings)

**Optimal kernel choice for large-scale two-sample tests**
In *Advances in Neural Information Processing Systems 25*, pages: 1214-1222, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**On the Hardness of Domain Adaptation and the Utility of Unlabeled Target Samples**
In *Algorithmic Learning Theory - 23rd International Conference*, 7568, pages: 139-153, Lecture Notes in Computer Science, (Editors: Bshouty, NH. and Stoltz, G and Vayatis, N and Zeugmann, T), Springer Berlin Heidelberg, ALT, 2012 (inproceedings)

**Domain Adaptation–Can Quantity compensate for Quality?**
In *International Symposium on Artificial Intelligence and Mathematics*, ISAIM, 2012 (inproceedings)

**Learning from Weak Teachers**
In *Proceedings of the 15th International Conference on Artificial Intelligence and Statistics*, 22, pages: 1252-1260, (Editors: Lawrence, N. and Girolami, M.), JMLR, AISTATS, 2012 (inproceedings)

**Adaptive Coding of Actions and Observations**
pages: 1-4, NIPS Workshop on Information in Perception and Action, December 2012 (conference)

**Free Energy and the Generalized Optimality Equations for Sequential Decision Making**
pages: 1-10, 10th European Workshop on Reinforcement Learning (EWRL), July 2012 (conference)

**Learning Control and Planning from the View of Control Theory and Imitation**
NIPS Workshop "Planning for the Real World: The promises and challenges of dealing with uncertainty", December 2003 (talk)

**Recurrent neural networks from learning attractor dynamics**
NIPS Workshop on RNNaissance: Recurrent Neural Networks, December 2003 (talk)

**How to Deal with Large Dataset, Class Imbalance and Binary Output in SVM based Response
Model**
In *Proc. of the Korean Data Mining Conference*, pages: 93-107, Korean Data Mining Conference, December 2003, Best Paper Award (inproceedings)

**On the Complexity of Learning the Kernel Matrix**
In *Advances in Neural Information Processing Systems 15*, pages: 399-406, (Editors: Becker, S. , S. Thrun, K. Obermayer), The MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Bayesian Monte Carlo**
In *Advances in Neural Information Processing Systems 15*, pages: 489-496, (Editors: Becker, S. , S. Thrun, K. Obermayer), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Discriminative Learning for Label Sequences via Boosting
**
In *Advances in Neural Information Processing Systems 15*, pages: 977-984, (Editors: Becker, S. , S. Thrun, K. Obermayer ), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Control, Planning, Learning, and Imitation
with Dynamic Movement Primitives**
In *IROS 2003*, pages: 1-21, Workshop on Bilateral Paradigms on Humans and Humanoids, IEEE International Conference on Intelligent Robots and Systems, October 2003 (inproceedings)

**Cluster Kernels for Semi-Supervised Learning**
In *Advances in Neural Information Processing Systems 15*, pages: 585-592, (Editors: S Becker and S Thrun and K Obermayer), MIT Press, Cambridge, MA, USA, 16th Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Mismatch String Kernels for SVM Protein Classification**
In *Advances in Neural Information Processing Systems 15*, pages: 1417-1424, (Editors: Becker, S. , S. Thrun, K. Obermayer), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Multiple-step ahead prediction for non linear dynamic systems: A Gaussian Process treatment with propagation of the uncertainty**
In *Advances in Neural Information Processing Systems 15*, pages: 529-536, (Editors: Becker, S. , S. Thrun, K. Obermayer), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Kernel Dependency Estimation**
In *Advances in Neural Information Processing Systems 15*, pages: 873-880, (Editors: S Becker and S Thrun and K Obermayer), MIT Press, Cambridge, MA, USA, 16th Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Incremental Gaussian Processes**
In *Advances in Neural Information Processing Systems 15*, pages: 1001-1008, (Editors: Becker, S. , S. Thrun, K. Obermayer), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Linear Combinations of Optic Flow Vectors for Estimating Self-Motion: a Real-World Test of a Neural Model**
In *Advances in Neural Information Processing Systems 15*, pages: 1319-1326, (Editors: Becker, S., S. Thrun and K. Obermayer), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Clustering with the Fisher score**
In *Advances in Neural Information Processing Systems 15*, pages: 729-736, (Editors: Becker, S. , S. Thrun, K. Obermayer), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Derivative observations in Gaussian Process models of dynamic systems**
In *Advances in Neural Information Processing Systems 15*, pages: 1033-1040, (Editors: Becker, S., S. Thrun and K. Obermayer), MIT Press, Cambridge, MA, USA, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS), October 2003 (inproceedings)

**Large Margin Methods for Label Sequence Learning **
In pages: 993-996, International Speech Communication Association, Bonn, Germany, 8th European Conference on Speech Communication and Technology (EuroSpeech), September 2003 (inproceedings)

**Fast Pattern Selection Algorithm for Support Vector Classifiers: "Time Complexity Analysis"**
In *Lecture Notes in Computer Science (LNCS 2690)*, LNCS 2690, pages: 1008-1015, Springer-Verlag, Heidelberg, The 4th International Conference on Intelligent Data Engineering (IDEAL), September 2003 (inproceedings)

**Marginalized Kernels between Labeled Graphs**
In *20th International Conference on Machine Learning*, pages: 321-328, (Editors: Faucett, T. and N. Mishra), 20th International Conference on Machine Learning, August 2003 (inproceedings)

**Sparse Gaussian Processes: inference, subspace identification and model selection**
In *Proceedings*, pages: 1-6, (Editors: Van der Hof, , Wahlberg), The Netherlands, 13th IFAC Symposium on System Identifiaction, August 2003, electronical version; Index ThA02-2 (inproceedings)

**Adaptive, Cautious, Predictive control with Gaussian Process Priors**
In *Proceedings of the 13th IFAC Symposium on System Identification*, pages: 1195-1200, (Editors: Van den Hof, P., B. Wahlberg and S. Weiland), Proceedings of the 13th IFAC Symposium on System Identification, August 2003 (inproceedings)

Bousquet, O.
**Statistical Learning Theory**
Machine Learning Summer School, August 2003 (talk)

**Remarks on Statistical Learning Theory**
Machine Learning Summer School, August 2003 (talk)

**Generative Model-based Clustering of Directional Data**
In *Proc. ACK SIGKDD*, pages: 00-00, KDD, August 2003 (inproceedings)

**Hidden Markov Support Vector Machines**
In pages: 4-11, (Editors: Fawcett, T. , N. Mishra), AAAI Press, Menlo Park, CA, USA, Twentieth International Conference on Machine Learning (ICML), August 2003 (inproceedings)

**How Many Neighbors To Consider in Pattern Pre-selection for Support Vector Classifiers?**
In *Proc. of INNS-IEEE International Joint Conference on Neural Networks (IJCNN 2003)*, pages: 565-570, IJCNN, July 2003 (inproceedings)

**On the Representation, Learning and Transfer of Spatio-Temporal Movement Characteristics**
In *Humanoids Proceedings*, pages: 0-0, Humanoids Proceedings, July 2003, electronical version (inproceedings)

**Loss Functions and Optimization Methods for Discriminative Learning of Label Sequences **
In pages: 145-152, (Editors: Collins, M. , M. Steedman), ACL, East Stroudsburg, PA, USA, Conference on Empirical Methods in Natural Language Processing (EMNLP) , July 2003 (inproceedings)

**Time Complexity Analysis of Fast Pattern Selection Algorithm for SVM**
In *Proc. of the Korean Data Mining Conference*, pages: 221-231, Korean Data Mining Conference, June 2003 (inproceedings)