103 results
(View BibTeX file of all listed publications)

**Modelling contrast discrimination data suggest both the pedestal effect and stochastic resonance to be caused by the same mechanism**
*Journal of Vision*, 8(15):1-21, November 2008 (article)

**gBoost: A Mathematical Programming Approach to Graph Classification and Regression**
*Machine Learning*, 75(1):69-89, November 2008 (article)

**Machine Learning for Motor Skills in Robotics**
*K{\"u}nstliche Intelligenz*, 2008(4):41-43, November 2008 (article)

**Kernels, Regularization and Differential Equations**
*Pattern Recognition*, 41(11):3271-3286, November 2008 (article)

**Mixture Models for Protein Structure Ensembles**
*Bioinformatics*, 24(19):2184-2192, October 2008 (article)

**Structure of the human voltage-dependent anion channel**
*Proceedings of the National Academy of Sciences of the United States of America*, 105(40):15370-15375, October 2008 (article)

**MRI-Based Attenuation Correction for PET/MRI: A Novel Approach Combining Pattern Recognition and Atlas Registration**
*Journal of Nuclear Medicine*, 49(11):1875-1883, October 2008 (article)

**Support Vector Machines and Kernels for Computational Biology**
*PLoS Computational Biology*, 4(10: e1000173):1-10, October 2008 (article)

**Approximations for Binary Gaussian Process Classification**
*Journal of Machine Learning Research*, 9, pages: 2035-2078, October 2008 (article)

**Accurate NMR Structures Through Minimization of an Extended Hybrid Energy**
*Structure*, 16(9):1305-1312, September 2008 (article)

**Similarity, Kernels, and the Triangle Inequality**
*Journal of Mathematical Psychology*, 52(5):297-303, September 2008 (article)

**Comparison of Pattern Recognition Methods in Classifying High-resolution BOLD Signals Obtained at High Magnetic Field in Monkeys**
*Magnetic Resonance Imaging*, 26(7):1007-1014, September 2008 (article)

**A Single-shot Measurement of the Energy of Product States in a Translation Invariant Spin Chain Can Replace Any Quantum Computation**
*New Journal of Physics*, 10(093004):1-18, September 2008 (article)

**Voluntary Brain Regulation and Communication with ECoG-Signals**
*Epilepsy and Behavior*, 13(2):300-306, August 2008 (article)

**Multi-class Common Spatial Pattern and Information Theoretic Feature Extraction**
*IEEE Transactions on Biomedical Engineering*, 55(8):1991-2000, August 2008 (article)

**CogRob 2008: The 6th International Cognitive Robotics Workshop**
*Proceedings of the 6th International Cognitive Robotics Workshop (CogRob 2008)*, pages: 35, Patras University Press, Patras, Greece, 6th International Cognitive Robotics Workshop (CogRob), July 2008 (proceedings)

**At-TAX: A Whole Genome Tiling Array Resource for Developmental Expression Analysis and Transcript Identification in Arabidopsis thaliana**
*Genome Biology*, 9(7: R112):1-16, July 2008 (article)

**Graphical Analysis of NMR Structural Quality and Interactive Contact Map of NOE Assignments in ARIA**
*BMC Structural Biology*, 8(30):1-5, June 2008 (article)

**Kernel Methods in Machine Learning**
*Annals of Statistics*, 36(3):1171-1220, June 2008 (article)

**Cross-validation Optimization for Large Scale Structured Classification Kernel Methods**
*Journal of Machine Learning Research*, 9, pages: 1147-1178, June 2008 (article)

**Reinforcement Learning of Motor Skills with Policy Gradients**
*Neural Networks*, 21(4):682-697, May 2008 (article)

**Information Consistency of Nonparametric Gaussian Process Methods**
*IEEE Transactions on Information Theory*, 54(5):2376-2382, May 2008 (article)

**Relating the Thermodynamic Arrow of Time to the Causal Arrow**
*Journal of Statistical Mechanics*, 2008(P04001):1-21, April 2008 (article)

**Generalization and Similarity in Exemplar Models of Categorization: Insights from Machine Learning**
*Psychonomic Bulletin and Review*, 15(2):256-271, April 2008 (article)

**Manifold-valued Thin-plate Splines
with Applications in Computer Graphics**
*Computer Graphics Forum*, 27(2):437-448, April 2008 (article)

**The Metric Nearness Problem**
*SIAM Journal on Matrix Analysis and Applications*, 30(1):375-396, April 2008 (article)

**Bayesian Inference and Optimal Design for the Sparse Linear Model**
*Journal of Machine Learning Research*, 9, pages: 759-813, April 2008 (article)

**Consistency of Spectral Clustering**
*Annals of Statistics*, 36(2):555-586, April 2008 (article)

**Plant Classification from Bat-Like Echolocation Signals**
*PLoS Computational Biology*, 4(3, e1000032):1-13, March 2008 (article)

**Causal Reasoning by Evaluating the Complexity of Conditional Densities with Kernel Methods**
*Neurocomputing*, 71(7-9):1248-1256, March 2008 (article)

Peters, J., Schaal, S.
**Natural Actor-Critic**
*Neurocomputing*, 71(7-9):1180-1190, March 2008 (article)

**Inferring Spike Trains From Local Field Potentials**
*Journal of Neurophysiology*, 99(3):1461-1476, March 2008 (article)

**ISD: A Software Package for Bayesian NMR Structure Calculation**
*Bioinformatics*, 24(8):1104-1105, February 2008 (article)

**Probabilistic Structure Calculation**
*Comptes Rendus Chimie*, 11(4-5):356-369, February 2008 (article)

**Fast Projection-based Methods for the Least Squares Nonnegative Matrix Approximation Problem**
*Statistical Analysis and Data Mining*, 1(1):38-51, February 2008 (article)

**A Unifying Probabilistic Framework for Analyzing Residual Dipolar Couplings**
*Journal of Biomolecular NMR*, 40(2):135-144, February 2008 (article)

**Contour-propagation Algorithms for Semi-automated Reconstruction of Neural Processes**
*Journal of Neuroscience Methods*, 167(2):349-357, January 2008 (article)

**A Quantum-Statistical-Mechanical Extension of Gaussian Mixture Model**
*Journal of Physics: Conference Series*, 95(012023):1-9, January 2008 (article)

**Learning to control in operational space**
*International Journal of Robotics Research*, 27, pages: 197-212, 2008, clmc (article)

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

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

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

**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)