417 results
(View BibTeX file of all listed publications)

**Clustering: Science or Art?**
In *JMLR Workshop and Conference Proceedings, Volume 27*, pages: 65-79, Workshop on Unsupervised Learning and Transfer Learning, 2012 (inproceedings)

**A Brain-Robot Interface for Studying Motor Learning after Stroke**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)*, pages: 4078 - 4083 , IEEE, Piscataway, NJ, USA, IROS, 2012 (inproceedings)

**Generalization of Human Grasping for Multi-Fingered Robot Hands**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems *, pages: 2043-2050, IROS, 2012 (inproceedings)

**Learning Concurrent Motor Skills in Versatile Solution Spaces**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems *, pages: 3591-3597, IROS, 2012 (inproceedings)

**Learning to Select and Generalize Striking Movements in Robot Table Tennis**
In AAAI Fall Symposium on Robots Learning Interactively from Human Teachers, 2012 (inproceedings)

**Computational vascular morphometry for the assessment of pulmonary vascular disease based on scale-space particles**
In pages: 1479-1482, IEEE, 9th International Symposium on Biomedical Imaging (ISBI) , 2012 (inproceedings)

**Structured Apprenticeship Learning**
European Workshop on Reinforcement Learning (EWRL), 2012 (talk)

**Hilbert space embedding for Dirichlet Process mixtures**
In NIPS Workshop on confluence between kernel methods and graphical models, 2012 (inproceedings)

**Causal discovery with scale-mixture model for spatiotemporal variance dependencies
**
In *Advances in Neural Information Processing Systems 25*, pages: 1736-1744, (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)

**Bridging Offline and Online Social Graph Dynamics**
In *21st ACM Conference on Information and Knowledge Management*, pages: 2447-2450, (Editors: Chen, X., Lebanon, G., Wang, H. and Zaki, M. J.), ACM, CIKM, 2012 (inproceedings)

**A new metric on the manifold of kernel matrices with application to matrix geometric means**
In *Advances in Neural Information Processing Systems 25*, pages: 144-152, (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)

**PAC-Bayesian Analysis and Its Applications**
Tutorial at The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2012 (talk)

**Conditional mean embeddings as regressors**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 1823-1830, (Editors: J Langford and J Pineau), Omnipress, New York, NY, USA, ICML, 2012 (inproceedings)

**Shortest path distance in random k-nearest neighbor graphs**
In *Proceedings of the 29th International Conference on Machine Learning*, International Machine Learning Society, International Conference on Machine Learning (ICML), 2012 (inproceedings)

**Toward Fast Policy Search for Learning Legged Locomotion**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems *, pages: 1787-1792, IROS, 2012 (inproceedings)

**Robot Skill Learning**
In *20th European Conference on Artificial Intelligence *, pages: 40-45, ECAI, 2012 (inproceedings)

**Towards a learning-theoretic analysis of spike-timing dependent plasticity**
In *Advances in Neural Information Processing Systems 25*, pages: 2465-2473, (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)

**Solving Nonlinear Continuous State-Action-Observation POMDPs for Mechanical Systems with Gaussian Noise
**
European Workshop on Reinforcement Learning (EWRL), 2012 (talk)

**Kernel Bellman Equations in POMDPs**
Technical Committee on Infomation-Based Induction Sciences and Machine Learning (IBISML'12), 2012 (talk)

**Recording and Playback of Camera Shake: Benchmarking Blind Deconvolution with a Real-World Database**
In *Computer Vision - ECCV 2012, LNCS Vol. 7578*, pages: 27-40, (Editors: A. Fitzgibbon, S. Lazebnik, P. Perona, Y. Sato, and C. Schmid), Springer, Berlin, Germany, 12th European Conference on Computer Vision, ECCV , 2012 (inproceedings)

**Towards identifying and validating cognitive correlates in a passive Brain-Computer Interface for detecting Loss of Control**
In *Proceedings of the 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society*, IEEE, EMBC, 2012 (inproceedings)

**Neural correlates of workload and puzzlement during loss of control**
In *Meeting of the EARLI SIG 22 Neuroscience and Education*, 2012 (inproceedings)

**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)

**BCPy2000**
Workshop "Machine Learning Open-Source Software" at NIPS, December 2008 (talk)

**A Predictive Model for Imitation Learning in Partially Observable Environments**
In *ICMLA 2008*, pages: 83-90, (Editors: Wani, M. A., X.-W. Chen, D. Casasent, L. A. Kurgan, T. Hu, K. Hafeez), IEEE, Piscataway, NJ, USA, Seventh International Conference on Machine Learning and Applications, December 2008 (inproceedings)

**Stereo Matching for Calibrated Cameras without Correspondence**
In *CDC 2008*, pages: 2408-2413, IEEE Service Center, Piscataway, NJ, USA, 47th IEEE Conference on Decision and Control, December 2008 (inproceedings)

**Joint Kernel Support Estimation for Structured Prediction**
In *Proceedings of the NIPS 2008 Workshop on "Structured Input - Structured Output" (NIPS SISO 2008)*, pages: 1-4, NIPS Workshop on "Structured Input - Structured Output" (NIPS SISO), December 2008 (inproceedings)

**Metropolis Algorithms for Representative Subgraph Sampling**
In pages: 283-292, (Editors: Giannotti, F.), IEEE, Piscataway, NJ, USA, Eighth IEEE International Conference on Data Mining (ICDM '08) , December 2008 (inproceedings)

**Frequent Subgraph Retrieval in Geometric Graph Databases**
In *ICDM 2008*, pages: 953-958, (Editors: Giannotti, F. , D. Gunopulos, F. Turini, C. Zaniolo, N. Ramakrishnan, X. Wu), IEEE Computer Society, Los Alamitos, CA, USA, 8th IEEE International Conference on Data Mining, December 2008 (inproceedings)