250 results
(View BibTeX file of all listed publications)

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

**Bayesian methods for protein structure determination**
Machine Learning in Structural Bioinformatics, April 2008 (talk)

**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)

**The role of stimulus correlations for population decoding in the retina**
*Computational and Systems Neuroscience 2008 (COSYNE 2008)*, 5, pages: 172, March 2008 (poster)

**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)

**Some observations on the pedestal effect or dipper function**
*Journal of Vision*, 6(13):50, 2006 Fall Vision Meeting of the Optical Society of America, December 2006 (poster)

**A Kernel Method for the Two-Sample-Problem**
20th Annual Conference on Neural Information Processing Systems (NIPS), December 2006 (talk)

**Ab-initio gene finding using machine learning**
NIPS Workshop on New Problems and Methods in Computational Biology, December 2006 (talk)

**Graph boosting for molecular QSAR analysis**
NIPS Workshop on New Problems and Methods in Computational Biology, December 2006 (talk)

**Inferring Causal Directions by Evaluating the Complexity of Conditional Distributions**
NIPS Workshop on Causality and Feature Selection, December 2006 (talk)

**Structure validation of the Josephin domain of ataxin-3: Conclusive evidence for an open conformation**
*Journal of Biomolecular NMR*, 36(4):267-277, December 2006 (article)

**A Unifying View of Wiener and Volterra Theory and Polynomial Kernel Regression**
*Neural Computation*, 18(12):3097-3118, December 2006 (article)

**Learning Optimal EEG Features Across Time, Frequency and Space**
NIPS Workshop on Current Trends in Brain-Computer Interfacing, December 2006 (talk)

**Semi-Supervised Learning**
Advanced Methods in Sequence Analysis Lectures, November 2006 (talk)

**Spatial four-alternative forced-choice method is the preferred psychophysical method for naive
observers**
*Journal of Vision*, 6(11):1307-1322, November 2006 (article)

**Statistical Analysis of Slow Crack Growth
Experiments**
*Journal of the European Ceramic Society*, 26(15):3061-3065, November 2006 (article)

**Optimizing Spatial Filters for BCI: Margin- and Evidence-Maximization Approaches**
*Challenging Brain-Computer Interfaces: MAIA Workshop 2006*, pages: 1, November 2006 (poster)

**A Machine Learning Approach for Determining the PET Attenuation Map from Magnetic Resonance Images**
IEEE Medical Imaging Conference, November 2006 (talk)

**Mining frequent stem patterns from unaligned RNA sequences**
*Bioinformatics*, 22(20):2480-2487, October 2006 (article)

**Large-Scale Gene Expression Profiling Reveals Major Pathogenetic Pathways of Cartilage Degeneration in Osteoarthritis**
*Arthritis and Rheumatism*, 54(11):3533-3544, October 2006 (article)

**Semi-Supervised Support Vector Machines and Application to Spam Filtering**
ECML Discovery Challenge Workshop, September 2006 (talk)

**Learning Eye Movements**
*Sensory Coding And The Natural Environment*, 2006, pages: 1, September 2006 (poster)

**Implicit Surface Modelling with a Globally Regularised Basis of Compact Support**
*Computer Graphics Forum*, 25(3):635-644, September 2006 (article)

**Inferential Structure Determination: Probabilistic determination and validation of NMR structures**
Gordon Research Conference on Computational Aspects of Biomolecular
NMR, September 2006 (talk)

**An Online Support Vector Machine for Abnormal Events Detection**
*Signal Processing*, 86(8):2009-2025, August 2006 (article)

**Machine Learning Algorithms for Polymorphism Detection**
2nd ISCB Student Council Symposium, August 2006 (talk)

**Integrating Structured Biological data by Kernel Maximum Mean Discrepancy**
*Bioinformatics*, 22(4: ISMB 2006 Conference Proceedings):e49-e57, August 2006 (article)

**Comment on “Support vector machines with applications” by J. M. Moguerza and A. Muñoz
**
*Statistical Science*, 21(3):337-340, August 2006 (article)

**Large Scale Transductive SVMs**
*Journal of Machine Learning Research*, 7, pages: 1687-1712, August 2006 (article)

**Building Support Vector Machines with Reduced Classifier Complexity**
*Journal of Machine Learning Research*, 7, pages: 1493-1515, July 2006 (article)

**Inferential structure determination: Overview and new developments**
Sixth CCPN Annual Conference: Efficient and Rapid Structure Determination by NMR, July 2006 (talk)

**ARTS: Accurate Recognition of Transcription Starts in Human**
*Bioinformatics*, 22(14):e472-e480, July 2006 (article)

**Large Scale Multiple Kernel Learning**
*Journal of Machine Learning Research*, 7, pages: 1531-1565, July 2006 (article)

**Factorial coding of natural images: how effective are linear models in removing higher-order dependencies?**
*Journal of the Optical Society of America A*, 23(6):1253-1268, June 2006 (article)

**Classification of natural scenes: Critical features revisited**
*Journal of Vision*, 6(6):561, 6th Annual Meeting of the Vision Sciences Society (VSS), June 2006 (poster)

**MCMC inference in (Conditionally) Conjugate Dirichlet Process Gaussian Mixture Models**
ICML Workshop on Learning with Nonparametric Bayesian Methods, June 2006 (talk)

**Sampling for non-conjugate infinite latent feature models**
(Editors: Bernardo, J. M.), 8th Valencia International Meeting on Bayesian Statistics (ISBA), June 2006 (talk)