535 results
(View BibTeX file of all listed publications)

**Experimentally optimal v in support vector regression for different noise models and parameter settings**
*Neural Networks*, 18(2):205-205, March 2005 (article)

**Classification of Natural Scenes using Global Image Statistics**
8, pages: 88, 8th T{\"u}bingen Perception Conference (TWK), February 2005 (poster)

**Efficient Adaptive Sampling of the Psychometric Function by Maximizing Information Gain**
8, pages: 109, (Editors: Bülthoff, H. H., H. A. Mallot, R. Ulrich and F. A. Wichmann), 8th T{\"u}bingen Perception Conference (TWK), February 2005 (poster)

**Bayesian Inference for Psychometric Functions**
8, pages: 106, (Editors: Bülthoff, H. H., H. A. Mallot, R. Ulrich and F. A. Wichmann), 8th T{\"u}bingen Perception Conference (TWK), February 2005 (poster)

**Active Learning for Parzen Window Classifier**
In *AISTATS 2005*, pages: 49-56, (Editors: Cowell, R. , Z. Ghahramani), Tenth International Workshop on Artificial Intelligence and Statistics (AI & Statistics), January 2005 (inproceedings)

**Semi-Supervised Classification by Low Density Separation**
In *AISTATS 2005*, pages: 57-64, (Editors: Cowell, R. , Z. Ghahramani), Tenth International Workshop on Artificial Intelligence and Statistics (AI & Statistics), January 2005 (inproceedings)

**Kernel Constrained Covariance for Dependence Measurement**
In *Proceedings of the 10th International Workshop on Artificial Intelligence and Statistics*, pages: 112-119, (Editors: R Cowell, R and Z Ghahramani), AISTATS, January 2005 (inproceedings)

**Hilbertian Metrics and Positive Definite Kernels on Probability Measures**
In *AISTATS 2005*, pages: 136-143, (Editors: Cowell, R. , Z. Ghahramani), Tenth International Workshop on Artificial Intelligence and Statistics (AI & Statistics), January 2005 (inproceedings)

**Kernel Constrained Covariance for Dependence Measurement**
AISTATS, January 2005 (talk)

**Composite adaptive control with locally weighted statistical learning**
*Neural Networks*, 18(1):71-90, January 2005, clmc (article)

**Invariance of Neighborhood Relation under Input Space to Feature Space Mapping**
*Pattern Recognition Letters*, 26(6):707-718, 2005 (article)

**Intrinsic Dimensionality Estimation of Submanifolds in Euclidean space**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 289 , (Editors: De Raedt, L. , S. Wrobel), ICML Bonn, 2005 (inproceedings)

**Large Scale Genomic Sequence SVM Classifiers**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 849-856, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 (inproceedings)

**Joint Kernel Maps**
In *Proceedings of the 8th InternationalWork-Conference on Artificial Neural Networks*, LNCS 3512, pages: 176-191, (Editors: J Cabestany and A Prieto and F Sandoval), Springer, Berlin Heidelberg, Germany, IWANN, 2005 (inproceedings)

**Analysis of Some Methods for Reduced Rank Gaussian Process Regression**
In *Switching and Learning in Feedback Systems*, pages: 98-127, (Editors: Murray Smith, R. , R. Shorten), Springer, Berlin, Germany, European Summer School on Multi-Agent Control, 2005 (inproceedings)

**Approximate Inference for Robust Gaussian Process Regression**
(136), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, 2005 (techreport)

**Global image statistics of natural scenes**
*Bioinspired Information Processing*, 08, pages: 1, 2005 (poster)

**Theory of Classification: A Survey of Some Recent Advances**
*ESAIM: Probability and Statistics*, 9, pages: 323 , 2005 (article)

**From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians**
In *Proceedings of the 18th Conference on Learning Theory (COLT)*, pages: 470-485, Conference on Learning Theory, 2005, Student Paper Award (inproceedings)

**Propagating Distributions on a Hypergraph by Dual Information Regularization**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 921 , (Editors: De Raedt, L. , S. Wrobel), ICML Bonn, 2005 (inproceedings)

**Support Vector Machines and Kernel Algorithms**
In *Encyclopedia of Biostatistics (2nd edition), Vol. 8*, 8, pages: 5328-5335, (Editors: P Armitage and T Colton), John Wiley & Sons, NY USA, 2005 (inbook)

**Moment Inequalities for Functions of Independent Random Variables**
*To appear in Annals of Probability*, 33, pages: 514-560, 2005 (article)

**A Brain Computer Interface with Online Feedback based on Magnetoencephalography**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 465-472, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 (inproceedings)

**Healing the Relevance Vector Machine through Augmentation**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 689 , (Editors: De Raedt, L. , S. Wrobel), ICML, 2005 (inproceedings)

**Visual perception
I: Basic principles**
In *Handbook of Cognition*, pages: 3-47, (Editors: Lamberts, K. , R. Goldstone), Sage, London, 2005 (inbook)

**Maximum-Margin Feature Combination
for Detection and Categorization**
Max Planck Institute for Biological Cybernetics, Tübingen, Germany, 2005 (techreport)

**Kernel-Methods, Similarity, and Exemplar Theories of Categorization**
*ASIC*, 4, 2005 (poster)

**Rapid animal detection in natural scenes: critical features are local**
*Experimentelle Psychologie. Beitr{\"a}ge zur 47. Tagung experimentell arbeitender Psychologen*, 47, pages: 225, 2005 (poster)

**Long Term Prediction of Product Quality in a Glass Manufacturing Process Using a Kernel Based Approach**
In *Proceedings of the 8th International Work-Conferenceon Artificial Neural Networks (Computational Intelligence and Bioinspired Systems), Lecture Notes in Computer Science, Vol. 3512*, LNCS 3512, pages: 960-967, (Editors: J Cabestany and A Prieto and F Sandoval), Springer, Berlin Heidelberg, Germany, IWANN, 2005 (inproceedings)

**Object correspondence as a machine learning problem**
In *Proceedings of the 22nd International Conference on Machine Learning*, pages: 777-784, (Editors: L De Raedt and S Wrobel), ACM, New York, NY, USA, ICML, 2005 (inproceedings)

**Towards a Statistical Theory of Clustering. Presented at the PASCAL workshop on clustering, London**
Presented at the PASCAL workshop on clustering, London, 2005 (techreport)

**The human brain as large margin classifier**
*Proceedings of the Computational & Systems Neuroscience Meeting (COSYNE)*, 2, pages: 1, 2005 (poster)

**A tutorial on v-support vector machines**
*Applied Stochastic Models in Business and Industry*, 21(2):111-136, 2005 (article)

**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)

**Approximate Bayesian Inference for Psychometric Functions using MCMC Sampling**
(135), Max Planck Institute for Biological Cybernetics, Tübingen, Germany, 2005 (techreport)

**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)

**A model of smooth pursuit based on learning of the target dynamics using only retinal signals**
*Neural Networks*, 18, pages: 213-225, 2005, clmc (article)

**Linear and Nonlinear Estimation models applied to Hemodynamic Model**
*Technical Report-2005-1*, Computational Action and Vision Lab University of Minnesota, 2005, clmc (techreport)

**Predicting EMG Data from M1 Neurons with Variational Bayesian Least Squares**
In *Advances in Neural Information Processing Systems 18 (NIPS 2005)*, (Editors: Weiss, Y.;Schölkopf, B.;Platt, J.), Cambridge, MA: MIT Press, Vancouver, BC, Dec. 6-11, 2005, clmc (inproceedings)

**Rapbid synchronization and accurate phase-locking of rhythmic motor primitives**
In *IEEE International Conference on Intelligent Robots and Systems (IROS 2005)*, pages: 2911-2916, Edmonton, Alberta, Canada, Aug. 2-6, 2005, clmc (inproceedings)

**Parametric and Non-Parametric approaches for nonlinear tracking of moving objects**
*Technical Report-2005-1*, 2005, clmc (article)

**A new methodology for robot control design**
In *The 5th ASME International Conference on Multibody Systems, Nonlinear Dynamics, and Control (MSNDC 2005)*, Long Beach, CA, Sept. 24-28, 2005, clmc (inproceedings)

**Arm movement experiments with joint space force fields using an exoskeleton robot**
In *IEEE Ninth International Conference on Rehabilitation Robotics*, pages: 408-413, Chicago, Illinois, June 28-July 1, 2005, clmc (inproceedings)

**A unifying framework for the control of robotics systems**
In *IEEE International Conference on Intelligent Robots and Systems (IROS 2005)*, pages: 1824-1831, Edmonton, Alberta, Canada, Aug. 2-6, 2005, clmc (inproceedings)

**Attentional Modulation of Auditory Event-Related Potentials in a Brain-Computer Interface**
In *BioCAS04*, (S3/5/INV- S3/17-20):4, IEEE Computer Society, Los Alamitos, CA, USA, 2004 IEEE International Workshop on Biomedical Circuits and Systems, December 2004 (inproceedings)

**On the representation, learning and transfer of spatio-temporal movement characteristics**
*International Journal of Humanoid Robotics*, 1(4):613-636, December 2004 (article)

**Insect-inspired estimation of egomotion**
*Neural Computation*, 16(11):2245-2260, November 2004 (article)

**Efficient face detection by a cascaded support-vector machine expansion**
*Proceedings of The Royal Society of London A*, 460(2501):3283-3297, A, November 2004 (article)