289 results
(View BibTeX file of all listed publications)

Zhou, D.
**How to learn from very few examples?**
October 2004 (talk)

Zhou, D.
**Discrete vs. Continuous: Two Sides of Machine Learning**
October 2004 (talk)

Zhou, D.
**Discrete vs. Continuous: Two Sides of Machine Learning**
October 2004 (talk)

**Grundlagen von Support Vector Maschinen und Anwendungen in der Bildverarbeitung**
September 2004 (talk)

**Learning kernels from biological networks by maximizing entropy**
*Bioinformatics*, 20(Suppl. 1):i326-i333, August 2004 (article)

**The benefit of liquid Helium cooling for Cryo-Electron Tomography: A quantitative
comparative study**
The thirteenth European Microscopy Congress, August 2004 (talk)

**Masking effect produced by Mach bands on the detection of narrow bars of random polarity**
*Journal of the Optical Society of America*, 21(8):1379-1387, A, August 2004 (article)

**Support Vector Channel Selection in BCI**
*IEEE Transactions on Biomedical Engineering*, 51(6):1003-1010, June 2004 (article)

**Distance-Based Classification with Lipschitz Functions**
*Journal of Machine Learning Research*, 5, pages: 669-695, June 2004 (article)

**cDNA-Microarray Technology in Cartilage Research - Functional Genomics of Osteoarthritis [in German]**
*Zeitschrift f{\"u}r Orthop{\"a}die und ihre Grenzgebiete*, 142(2):241-247, April 2004 (article)

**A Compression Approach to Support Vector Model Selection**
*Journal of Machine Learning Research*, 5, pages: 293-323, April 2004 (article)

**Injecting noise for analysing the stability of ICA components**
*Signal Processing*, 84(2):255-266, February 2004 (article)

**Independent component analysis and beyond**
*Signal Processing*, 84(2):215-216, February 2004 (article)

**Experimentally optimal v in support vector regression for different noise models and parameter settings**
*Neural Networks*, 17(1):127-141, January 2004 (article)

Bousquet, O.
**Introduction to Category Theory**
Internal Seminar, January 2004 (talk)

**Constant infusion H215O PET and acetazolamide challenge in the assessment of the cerebral perfusion status**
*Journal of Nuclear Medicine*, (45):1344-1349, 2004 (article)

**Protein ranking: from local to global structure in the protein similarity network**
*Proceedings of the National Academy of Science*, 101(17):6559-6563, 2004 (article)

**Statistical Performance of Support Vector Machines**
2004 (article)

**Asymptotic Properties of the Fisher Kernel**
*Neural Computation*, 16(1):115-137, 2004 (article)

**Some observations on the effects of slant and texture type on slant-from-texture**
*Vision Research*, 44(13):1511-1535, 2004 (article)

**Protein homology detection using string alignment kernels**
*Bioinformatics*, 20(11):1682-1689, 2004 (article)

**Minimizing the Cross Validation Error to Mix Kernel Matrices of Heterogeneous Biological Data**
*Neural Processing Letters*, 19, pages: 63-72, 2004 (article)

**A Tutorial on Support Vector Regression**
*Statistics and Computing*, 14(3):199-222, 2004 (article)

**Bayesian analysis of the Scatterometer Wind Retrieval Inverse Problem: Some New Approaches**
*Journal of the Royal Statistical Society B*, 66, pages: 1-17, 3, 2004 (article)

**Feature Selection for Support Vector Machines Using Genetic Algorithms**
*International Journal on Artificial Intelligence Tools (Special Issue on Selected Papers from the 15th IEEE International Conference on Tools with Artificial Intelligence 2003)*, 13(4):791-800, 2004 (article)

**Optical Imaging of the Spatiotemporal Dynamics of Cerebral Blood Flow and Oxidative Metabolism in the Rat Barrel Cortex**
*European Journal of Neuroscience*, 20(10):2664-2670, 2004 (article)

**Phenotypic Characterization of Human Chondrocyte Cell Line C-20/A4: A Comparison between Monolayer and Alginate Suspension Culture**
*Cells Tissues Organs*, 178(2):65-77, 2004 (article)

**Kernel Methods and their Potential Use in Signal Processing**
*IEEE Signal Processing Magazine*, (Special issue on Signal Processing for Mining), 2004 (article) Accepted

Bousquet, O.
**Advanced Statistical Learning Theory**
Machine Learning Summer School, 2004 (talk)

**Learning Control and Planning from the View of Control Theory and Imitation**
NIPS Workshop "Planning for the Real World: The promises and challenges of dealing with uncertainty", December 2003 (talk)

**Molecular phenotyping of human chondrocyte cell lines T/C-28a2, T/C-28a4, and C-28/I2**
*Arthritis & Rheumatism*, 48(12):3395-3403, December 2003 (article)

**A Study on Rainfall - Runoff Models for Improving Ensemble Streamflow Prediction: 1. Rainfallrunoff
Models Using Artificial Neural Networks**
*Journal of the Korean Society of Civil Engineers*, 23(6B):521-530, December 2003 (article)

**Quantitative Cerebral Blood Flow Measurements in the Rat Using a Beta-Probe and H215O**
*Journal of Cerebral Blood Flow and Metabolism*, 23(12):1455-1460, December 2003 (article)

**Recurrent neural networks from learning attractor dynamics**
NIPS Workshop on RNNaissance: Recurrent Neural Networks, December 2003 (talk)

**Blind separation of post-nonlinear mixtures using linearizing transformations and temporal decorrelation**
*Journal of Machine Learning Research*, 4(7-8):1319-1338, November 2003 (article)

**Correlated stage- and subfield-associated hippocampal gene expression patterns in experimental and human temporal lobe epilepsy**
*European Journal of Neuroscience*, 18(10):2792-2802, November 2003 (article)

**Concentration Inequalities for Sub-Additive Functions Using the Entropy Method**
*Stochastic Inequalities and Applications*, 56, pages: 213-247, Progress in Probability, (Editors: Giné, E., C. Houdré and D. Nualart), November 2003 (article)

**YKL-39 (chitinase 3-like protein 2), but not YKL-40 (chitinase 3-like protein 1), is up regulated in osteoarthritic chondrocytes**
*Annals of the Rheumatic Diseases*, 62(10):995-998, October 2003 (article)

Bousquet, O.
**Statistical Learning Theory**
Machine Learning Summer School, August 2003 (talk)

**Remarks on Statistical Learning Theory**
Machine Learning Summer School, August 2003 (talk)

**Statistical Learning Theory, Capacity and Complexity**
*Complexity*, 8(4):87-94, July 2003 (article)

**Dealing with large Diagonals in Kernel Matrices**
*Annals of the Institute of Statistical Mathematics*, 55(2):391-408, June 2003 (article)

**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)

**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)

**Rademacher and Gaussian averages in Learning Theory**
Universite de Marne-la-Vallee, March 2003 (talk)