652 results
(View BibTeX file of all listed publications)

**Robust EEG Channel Selection Across Subjects for Brain Computer Interfaces**
*EURASIP Journal on Applied Signal Processing*, 2005(19, Special Issue: Trends in Brain Computer Interfaces):3103-3112, (Editors: Vesin, J. M., T. Ebrahimi), 2005 (article)

**Implicit Surface Modelling as an Eigenvalue Problem**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 937-944, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 (inproceedings)

**Natural Actor-Critic**
In *Proceedings of the 16th European Conference on Machine Learning*, 3720, pages: 280-291, (Editors: Gama, J.;Camacho, R.;Brazdil, P.;Jorge, A.;Torgo, L.), Springer, ECML, 2005, clmc (inproceedings)

**Comparative experiments on task space control with redundancy resolution**
In *Proceedings of the 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems*, pages: 3901-3908, Edmonton, Alberta, Canada, Aug. 2-6, IROS, 2005, clmc (inproceedings)

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

**Gender Classification of Human Faces**
In *Biologically Motivated Computer Vision*, pages: 1-18, (Editors: Bülthoff, H. H., S.W. Lee, T. A. Poggio and C. Wallraven), Springer, Berlin, Germany, Second International Workshop on Biologically Motivated Computer Vision (BMCV), November 2002 (inproceedings)

**Insect-Inspired Estimation of Self-Motion**
In *Biologically Motivated Computer Vision*, (2525):171-180, LNCS, (Editors: Bülthoff, H.H. , S.W. Lee, T.A. Poggio, C. Wallraven), Springer, Berlin, Germany, Second International Workshop on Biologically Motivated Computer Vision (BMCV), November 2002 (inproceedings)

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

**Combining sensory Information to Improve Visualization**
In *Proceedings of the Conference on Visualization ‘02 (VIS ‘02)*, pages: 571-574, (Editors: Moorhead, R. , M. Joy), IEEE, Piscataway, NJ, USA, IEEE Conference on Visualization (VIS '02), October 2002 (inproceedings)

**Sampling Techniques for Kernel Methods **
In *Advances in neural information processing systems 14 *, pages: 335-342, (Editors: TG Dietterich and S Becker and Z Ghahramani), MIT Press, Cambridge, MA, USA, 15th Annual Neural Information Processing Systems Conference (NIPS), September 2002 (inproceedings)

**The Infinite Hidden Markov Model**
In *Advances in Neural Information Processing Systems 14*, pages: 577-584, (Editors: Dietterich, T.G. , S. Becker, Z. Ghahramani), MIT Press, Cambridge, MA, USA, Fifteenth Annual Neural Information Processing Systems Conference (NIPS), September 2002 (inproceedings)

**Incorporating Invariances in Non-Linear Support Vector Machines **
In *Advances in Neural Information Processing Systems 14*, pages: 609-616, (Editors: TG Dietterich and S Becker and Z Ghahramani), MIT Press, Cambridge, MA, USA, 15th Annual Neural Information Processing Systems Conference (NIPS), September 2002 (inproceedings)

**A new discriminative kernel from probabilistic models**
In *Advances in Neural Information Processing Systems 14*, pages: 977-984, (Editors: Dietterich, T.G. , S. Becker, Z. Ghahramani), MIT Press, Cambridge, MA, USA, Fifteenth Annual Neural Information Processing Systems Conference (NIPS), September 2002 (inproceedings)

**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)

**Kernel feature spaces and nonlinear blind source separation**
In *Advances in Neural Information Processing Systems 14*, pages: 761-768, (Editors: Dietterich, T. G., S. Becker, Z. Ghahramani), MIT Press, Cambridge, MA, USA, Fifteenth Annual Neural Information Processing Systems Conference (NIPS), September 2002 (inproceedings)

**Algorithms for Learning Function Distinguishable Regular Languages**
In *Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition*, pages: 64-73, (Editors: Caelli, T. , A. Amin, R. P.W. Duin, M. Kamel, D. de Ridder), Springer, Berlin, Germany, Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition, August 2002 (inproceedings)

**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)

**Decision Boundary Pattern Selection for Support Vector Machines**
In *Proc. of the Korean Data Mining Conference*, pages: 33-41, Korean Data Mining Conference, May 2002 (inproceedings)

**k-NN based Pattern Selection for Support Vector Classifiers**
In *Proc. of the Korean Industrial Engineers Conference*, pages: 645-651, Korean Industrial Engineers Conference, May 2002 (inproceedings)

**Microarrays: How Many Do You Need?**
In *RECOMB 2002*, pages: 321-330, ACM Press, New York, NY, USA, Sixth Annual International Conference on Research in Computational Molecular Biology, April 2002 (inproceedings)

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

**Pattern Selection for Support Vector Classifiers**
In *Ideal 2002*, pages: 97-103, (Editors: Yin, H. , N. Allinson, R. Freeman, J. Keane, S. Hubbard), Springer, Berlin, Germany, Third International Conference on Intelligent Data Engineering and Automated Learning, January 2002 (inproceedings)

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

Bousquet, O.
**Transductive Learning: Motivation, Models, Algorithms**
January 2002 (talk)

**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)

**The leave-one-out kernel**
In *Artificial Neural Networks -- ICANN 2002*, 2415, pages: 727-732, LNCS, (Editors: Dorronsoro, J. R.), Artificial Neural Networks -- ICANN, 2002 (inproceedings)

**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)

**Localized Rademacher Complexities**
In *Proceedings of the 15th annual conference on Computational Learning Theory*, pages: 44-58, Proceedings of the 15th annual conference on Computational Learning Theory, 2002 (inproceedings)

**Film Cooling: A Comparative Study of Different Heaterfoil Configurations for Liquid Crystals Experiments**
In *ASME TURBO EXPO 2002, Amsterdam*, GT-2002-30552, ASME TURBO EXPO, Amsterdam, 2002 (inproceedings)

**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)

**A kernel approach for learning from almost orthogonal patterns**
In *Principles of Data Mining and Knowledge Discovery, Lecture Notes in Computer Science*, 2430/2431, pages: 511-528, Lecture Notes in Computer Science, (Editors: T Elomaa and H Mannila and H Toivonen), Springer, Berlin, Germany, 13th European Conference on Machine Learning (ECML) and 6th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'2002), 2002 (inproceedings)

**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)

**Some Local Measures of Complexity of Convex Hulls and Generalization Bounds**
In *Proceedings of the 15th annual conference on Computational Learning Theory*, Proceedings of the 15th annual conference on Computational Learning Theory, 2002 (inproceedings)

**Luminance Artifacts on CRT Displays**
In *IEEE Visualization*, pages: 571-574, (Editors: Moorhead, R.; Gross, M.; Joy, K. I.), IEEE Visualization, 2002 (inproceedings)

**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)