194 results
(View BibTeX file of all listed publications)

**The em Algorithm for Kernel Matrix Completion with Auxiliary Data**
*Journal of Machine Learning Research*, 4, pages: 67-81, May 2003 (article)

**Constructing Descriptive and Discriminative Non-linear Features: Rayleigh Coefficients in Kernel Feature Spaces**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 25(5):623-628, May 2003 (article)

**Kernel-based nonlinear blind source separation**
*Neural Computation*, 15(5):1089-1124, May 2003 (article)

**Kernel Methods for Classification and Signal Separation**
pages: 226, Biologische Kybernetik, University of Cambridge, Cambridge, April 2003 (phdthesis)

**Tractable Inference for Probabilistic Data Models**
*Complexity*, 8(4):64-68, April 2003 (article)

**Feature selection and transduction for prediction of molecular bioactivity for drug design**
*Bioinformatics*, 19(6):764-771, April 2003 (article)

**Use of the Zero-Norm with Linear Models and Kernel Methods**
*Journal of Machine Learning Research*, 3, pages: 1439-1461, March 2003 (article)

**An Introduction to Variable and Feature Selection.**
*Journal of Machine Learning*, 3, pages: 1157-1182, 2003 (article)

**Large margin Methods in Label Sequence Learning**
Brown University, Providence, RI, USA, 2003 (mastersthesis)

**m-Alternative Forced Choice—Improving the Efficiency of the
Method of Constant Stimuli**
Biologische Kybernetik, Graduate School for Neural and
Behavioural Sciences, Tübingen, 2003 (diplomathesis)

**Dynamics of a rigid body in a Stokes fluid**
*Journal of Fluid Mechanics*, 2003 (article) Accepted

**A novel transient heater-foil technique for liquid crystal experiments on film cooled surfaces**
*ASME Journal of Turbomachinery*, 125, pages: 529-537, 2003 (article)

**New Approaches to Statistical Learning Theory**
*Annals of the Institute of Statistical Mathematics*, 55(2):371-389, 2003 (article)

**Microarrays: How Many Do You Need?**
*Journal of Computational Biology*, 10(3-4):653-667, 2003 (article)

**Gene expression in chondrocytes assessed with use of microarrays**
*Journal of Bone and Joint Surgery*, 85(Suppl 2):117-123, 2003 (article)

**Optimized Support Vector Machines for Nonstationary Signal Classification**
*IEEE Signal Processing Letters*, 9(12):442-445, December 2002 (article)

**A New Discriminative Kernel from Probabilistic Models**
*Neural Computation*, 14(10):2397-2414, October 2002 (article)

**Functional Genomics of Osteoarthritis**
*Pharmacogenomics*, 3(5):635-650, September 2002 (article)

**Constructing Boosting algorithms from SVMs: an application to one-class classification.**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 24(9):1184-1199, September 2002 (article)

**Co-Clustering of Biological Networks and Gene Expression Data**
*Bioinformatics*, (Suppl 1):145S-154S, 18, July 2002 (article)

**Confidence measures for protein fold recognition**
*Bioinformatics*, 18(6):802-812, June 2002 (article)

**The contributions of color to recognition memory for natural scenes**
*Journal of Experimental Psychology: Learning, Memory and Cognition*, 28(3):509-520, May 2002 (article)

**Nonlinear Multivariate Analysis with Geodesic Kernels**
Biologische Kybernetik, Technische Universität Berlin, February 2002 (diplomathesis)

**Training invariant support vector machines**
*Machine Learning*, 46(1-3):161-190, January 2002 (article)

**Contrast discrimination with sinusoidal gratings of different spatial frequency**
*Journal of the Optical Society of America A*, 19(7), pages: 1267-1273, 2002 (article)

**Model Selection for Small Sample Regression**
*Machine Learning*, 48(1-3):9-23, 2002 (article)

**Concentration Inequalities and Empirical Processes Theory Applied to the Analysis of Learning Algorithms**
Biologische Kybernetik, Ecole Polytechnique, 2002 (phdthesis) Accepted

**Support Vector Machines: Induction Principle, Adaptive Tuning and Prior Knowledge**
Biologische Kybernetik, 2002 (phdthesis)

**Support Vector Machines and Kernel Methods: The New Generation of Learning Machines**
*AI Magazine*, 23(3):31-41, 2002 (article)

**A Bennett Concentration Inequality and Its Application to Suprema of Empirical Processes**
*C. R. Acad. Sci. Paris, Ser. I*, 334, pages: 495-500, 2002 (article)

**Numerical evolution of axisymmetric, isolated
systems in general relativity**
*Physical Review D*, 66, pages: 124004-124004, 2002 (article)

**Marginalized kernels for biological sequences**
*Bioinformatics*, 18(Suppl 1):268-275, 2002 (article)

**Stability and Generalization**
*Journal of Machine Learning Research*, 2, pages: 499-526, 2002 (article)

**Subspace information criterion for non-quadratic regularizers – model selection for sparse regressors**
*IEEE Trans Neural Networks*, 13(1):70-80, 2002 (article)

**Modeling splicing sites with pairwise correlations**
*Bioinformatics*, 18(Suppl 2):27-34, 2002 (article)

**Contrast discrimination with pulse-trains in pink noise**
*Journal of the Optical Society of America A*, 19(7), pages: 1259-1266, 2002 (article)

**Perfusion Quantification using Gaussian Process Deconvolution**
*Magnetic Resonance in Medicine*, (48):351-361, 2002 (article)

**Tracking a Small Set of Experts by Mixing Past Posteriors**
*Journal of Machine Learning Research*, 3, pages: 363-396, (Editors: Long, P.), 2002 (article)

**A femoral arteriovenous shunt facilitates arterial whole blood sampling in animals**
*Eur J Nucl Med Mol Imaging*, 29, pages: 319-323, 2002 (article)

**Choosing Multiple Parameters for Support Vector Machines**
*Machine Learning*, 46(1):131-159, 2002 (article)

**White matter glucose metabolism during intracortical electrostimulation: a quantitative [(18)F]Fluorodeoxyglucose autoradiography study in the rat**
*Neuroimage*, 16, pages: 993-998, 2002 (article)

**Evaluation of Gaussian Processes and other Methods for Non-Linear Regression**
Biologische Kybernetik, Graduate Department of Computer Science, Univeristy of Toronto, 1996 (phdthesis)

**Raman and Infrared-Spectra of Solid Chloroflouromethane**
*Journal of Raman Spectroscopy*, 25, pages: 429-433, 1994 (article)

**Pruning from Adaptive Regularization**
*Neural Computation*, 6(6):1222-1231, 1994 (article)