183 results
(View BibTeX file of all listed publications)

**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)

**Image denoising with multi-layer perceptrons, part 1: comparison with existing algorithms and with bounds**
2012 (article) Submitted

**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)

**Measurement and calibration of noise bias in weak lensing galaxy shape estimation**
*Monthly Notices of the Royal Astronomical Society*, 427(4):2711-2722, Oxford University Press, 2012 (article)

**Image analysis for cosmology: results from the GREAT10 Galaxy Challenge**
*Monthly Notices of the Royal Astronomical Society*, 423(4):3163-3208, Oxford University Press, 2012 (article)

**First SN Discoveries from the Dark Energy Survey**
*The Astronomer's Telegram*, 4668, pages: 1, 2012 (article)

**Encoding of Periodic and their Transient Motions by a Single Dynamic Movement Primitive**
In *2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)*, pages: 57-64, IEEE, Osaka, Japan, November 2012 (inproceedings)

**A sensorimotor paradigm for Bayesian model selection**
*Frontiers in Human Neuroscience*, 6(291):1-16, October 2012 (article)

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

**Learning Force Control Policies for Compliant Robotic Manipulation**
In *ICML’12 Proceedings of the 29th International Coference on International Conference on Machine Learning*, pages: 49-50, Edinburgh, Scotland, 2012 (inproceedings)

**Risk-Sensitivity in Bayesian Sensorimotor Integration**
*PLoS Computational Biology*, 8(9):1-7, sep 2012 (article)

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

**Quadratic programming for inverse dynamics with optimal distribution of contact forces**
In *2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)*, pages: 538-543, IEEE, Osaka, Japan, November 2012 (inproceedings)

**Towards Associative Skill Memories**
In *2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)*, pages: 309-315, IEEE, Osaka, Japan, November 2012 (inproceedings)

**Template-based learning of grasp selection**
In *2012 IEEE International Conference on Robotics and Automation*, pages: 2379-2384, IEEE, Saint Paul, USA, 2012 (inproceedings)

**Probabilistic depth image registration incorporating nonvisual information**
In *2012 IEEE International Conference on Robotics and Automation*, pages: 3637-3644, IEEE, Saint Paul, USA, 2012 (inproceedings)

**Kernel Methods for Measuring Independence**
*Journal of Machine Learning Research*, 6, pages: 2075-2129, December 2005 (article)

**Kernel ICA for Large Scale Problems**
In pages: -, NIPS Workshop on Large Scale Kernel Machines, December 2005 (inproceedings)

**A Unifying View of Sparse Approximate Gaussian Process Regression**
*Journal of Machine Learning Research*, 6, pages: 1935-1959, December 2005 (article)

**Training Support Vector Machines with Multiple Equality Constraints **
In *Proceedings of the 16th European Conference on Machine Learning, Lecture Notes in Computer Science, Vol. 3720*, pages: 182-193, (Editors: JG Carbonell and J Siekmann), Springer, Berlin, Germany, ECML, November 2005 (inproceedings)

**Measuring Statistical Dependence with Hilbert-Schmidt Norms**
In *Algorithmic Learning Theory, Lecture Notes in Computer Science, Vol. 3734*, pages: 63-78, (Editors: S Jain and H-U Simon and E Tomita), Springer, Berlin, Germany, 16th International Conference ALT, October 2005 (inproceedings)

**Maximal Margin Classification for Metric Spaces**
*Journal of Computer and System Sciences*, 71(3):333-359, October 2005 (article)

**An Analysis of the Anti-Learning Phenomenon for the Class Symmetric Polyhedron**
In *Algorithmic Learning Theory: 16th International Conference*, pages: 78-92, Algorithmic Learning Theory, October 2005 (inproceedings)

**Selective integration of multiple biological data for supervised
network inference**
*Bioinformatics*, 21(10):2488 , October 2005 (article)

**Assessing Approximate Inference for Binary Gaussian Process Classification**
*Journal of Machine Learning Research*, 6, pages: 1679 , October 2005 (article)

**Clustering on the Unit Hypersphere using von Mises-Fisher Distributions**
*Journal of Machine Learning Research*, 6, pages: 1345-1382, September 2005 (article)

**Support Vector Machines for 3D Shape Processing**
*Computer Graphics Forum*, 24(3, EUROGRAPHICS 2005):285-294, September 2005 (article)

**Fast Protein Classification with Multiple Networks**
*Bioinformatics*, 21(Suppl. 2):59-65, September 2005 (article)

**Iterative Kernel Principal Component Analysis for Image Modeling**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 27(9):1351-1366, September 2005 (article)

**Phenotypic characterization of chondrosarcoma-derived cell lines**
*Cancer Letters*, 226(2):143-154, August 2005 (article)

**Local Rademacher Complexities**
*The Annals of Statistics*, 33(4):1497-1537, August 2005 (article)

**Building Sparse Large Margin Classifiers**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 996-1003, (Editors: L De Raedt and S Wrobel ), ACM, New York, NY, USA, ICML , August 2005 (inproceedings)

**Learning from Labeled and Unlabeled Data on a Directed Graph**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 1041 -1048, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, August 2005 (inproceedings)

**Regularization on Discrete Spaces**
In *Pattern Recognition, Lecture Notes in Computer Science, Vol. 3663*, pages: 361-368, (Editors: WG Kropatsch and R Sablatnig and A Hanbury), Springer, Berlin, Germany, 27th DAGM Symposium, August 2005 (inproceedings)

**Large Margin Non-Linear Embedding**
In *ICML 2005*, pages: 1065-1072, (Editors: De Raedt, L. , S. Wrobel), ACM Press, New York, NY, USA, 22nd International Conference on Machine Learning, August 2005 (inproceedings)

**Face Detection: Efficient and Rank Deficient**
In *Advances in Neural Information Processing Systems 17*, pages: 673-680, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**Methods Towards Invasive Human Brain Computer Interfaces**
In *Advances in Neural Information Processing Systems 17*, pages: 737-744, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**A Machine Learning Approach to Conjoint Analysis**
In *Advances in Neural Information Processing Systems 17*, pages: 257-264, (Editors: Saul, L.K. , Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**An Auditory Paradigm for Brain-Computer Interfaces**
In *Advances in Neural Information Processing Systems 17*, pages: 569-576, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**Matrix Exponential Gradient Updates for On-line Learning and Bregman Projection **
In *Advances in Neural Information Processing Systems 17*, pages: 1425-1432, (Editors: Saul, L.K. , Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**Machine Learning Applied to Perception: Decision Images for Classification**
In *Advances in Neural Information Processing Systems 17*, pages: 1489-1496, (Editors: LK, Saul and Y, Weiss and L, Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**Learning the Kernel with Hyperkernels**
*Journal of Machine Learning Research*, 6, pages: 1043-1071, July 2005 (article)

**Breaking SVM Complexity with Cross-Training**
In *Advances in Neural Information Processing Systems 17*, pages: 81-88, (Editors: Saul, L.K. , Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**Implicit Wiener series for higher-order image analysis**
In *Advances in Neural Information Processing Systems 17*, pages: 465-472, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**Limits of Spectral Clustering**
In *Advances in Neural Information Processing Systems 17*, pages: 857-864, (Editors: Saul, L. K., Y. Weiss, L. Bottou), MIT Press, Cambridge, MA, USA, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)

**Semi-supervised Learning on Directed Graphs**
In *Advances in Neural Information Processing Systems 17*, pages: 1633-1640, (Editors: LK Saul and Y Weiss and L Bottou), MIT Press, Cambridge, MA, USA, 18th Annual Conference on Neural Information Processing Systems (NIPS), July 2005 (inproceedings)