388 results
(View BibTeX file of all listed publications)

**Multi-Classification by Categorical Features via Clustering**
25th International Conference on Machine Learning (ICML), June 2008 (talk)

**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)

**Integrated Information in Discrete Dynamical Systems: Motivation and Theoretical Framework**
*PLoS Computational Biology*, 4(6):1-18, June 2008 (article)

**Thin-Plate Splines Between Riemannian Manifolds**
Workshop on Geometry and Statistics of Shapes, June 2008 (talk)

**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)

**New Frontiers in Characterizing Structure and Dynamics by NMR**
In *Computational Structural Biology: Methods and Applications*, pages: 655-680, (Editors: Schwede, T. , M. C. Peitsch), World Scientific, New Jersey, NJ, USA, May 2008 (inbook)

**Learning resolved velocity control**
2008 IEEE International Conference on Robotics and Automation (ICRA), May 2008 (talk)

**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)

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

**Data-driven efficient score tests for deconvolution hypotheses**
*Inverse Problems*, 24(2):1-17, 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)

**Poisson Geometry of Parabolic Bundles on Elliptic Curves**
*International Journal of Mathematics *, 19(3):339-367, 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)

**Optimization Techniques for Semi-Supervised Support Vector Machines**
*Journal of Machine Learning Research*, 9, pages: 203-233, 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)

**A Robot System for Biomimetic Navigation: From Snapshots to Metric Embeddings of View Graphs**
In *Robotics and Cognitive Approaches to Spatial Mapping*, pages: 297-314, Springer Tracts in Advanced Robotics ; 38, (Editors: Jefferies, M.E. , W.-K. Yeap), Springer, Berlin, Germany, 2008 (inbook)

**Minimal Nonlinear Distortion Principle for Nonlinear Independent Component Analysis**
*Journal of Machine Learning Research*, 9, pages: 2455-2487, 2008 (article)

**Transport processes in networks with scattering ramification nodes**
*Journal of Applied Functional Analysis*, 3, pages: 461-483, 2008 (article)

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

**HPLC analysis and pharmacokinetic study of quercitrin and isoquercitrin in rat plasma after administration of Hypericum japonicum thunb. extract.**
*Biomedical Chromatography*, 22(4):374-378, December 2007 (article)

**Reaction graph kernels for discovering missing enzymes in the plant secondary metabolism**
NIPS Workshop on Machine Learning in Computational Biology, December 2007 (talk)

**Positional Oligomer Importance Matrices**
NIPS Workshop on Machine Learning in Computational Biology, December 2007 (talk)

**Machine Learning Algorithms for Polymorphism Detection**
NIPS Workshop on Machine Learning in Computational Biology, December 2007 (talk)

**Graph sharpening plus graph integration: a synergy that improves protein functional classification**
*Bioinformatics*, 23(23):3217-3224, December 2007 (article)

**A Tutorial on Spectral Clustering**
*Statistics and Computing*, 17(4):395-416, December 2007 (article)

**An Automated Combination of Kernels for Predicting Protein Subcellular Localization**
NIPS Workshop on Machine Learning in Computational Biology, December 2007 (talk)

**A Tutorial on Kernel Methods for Categorization**
*Journal of Mathematical Psychology*, 51(6):343-358, December 2007 (article)

**A semigroup approach to queueing systems**
*Semigroup Forum*, 75(3):610-624, December 2007 (article)

**Point-spread functions for backscattered imaging in the scanning electron microscope **
*Journal of Applied Physics *, 102(12):1-8, December 2007 (article)

**Accurate Splice site Prediction Using Support Vector Machines**
*BMC Bioinformatics*, 8(Supplement 10):1-16, December 2007 (article)

**Challenges in Brain-Computer Interface Development: Induction, Measurement, Decoding, Integration**
Invited keynote talk at the launch of BrainGain, the Dutch BCI research consortium, November 2007 (talk)

**Experimental design for efficient identification of gene regulatory networks using sparse Bayesian models**
*BMC Systems Biology*, 1(51):1-15, November 2007 (article)

**Policy Learning for Robotics**
14th International Conference on Neural Information Processing (ICONIP), November 2007 (talk)

**A unifying framework for robot control with redundant DOFs**
*Autonomous Robots*, 24(1):1-12, October 2007 (article)

**The Need for Open Source Software in Machine Learning**
*Journal of Machine Learning Research*, 8, pages: 2443-2466, October 2007 (article)

**Hilbert Space Representations of Probability Distributions**
2nd Workshop on Machine Learning and Optimization at the ISM, October 2007 (talk)