53 results
(View BibTeX file of all listed publications)

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

**Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond**
pages: 644, Adaptive Computation and Machine Learning, MIT Press, Cambridge, MA, USA, December 2002, Parts of this book, including an introduction to kernel methods, can be downloaded here. (book)

**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)

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

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

**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)

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

**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)

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

**Anabolic and Catabolic Gene Expression Pattern Analysis in Normal Versus Osteoarthritic Cartilage Using Complementary DNA-Array Technology**
*Arthritis and Rheumatism*, 44(12):2777-2789, December 2001 (article)

**Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators**
*IEEE Transactions on Information Theory*, 47(6):2516-2532, September 2001 (article)

**Centralization: A new method for the normalization of gene expression data**
*Bioinformatics*, 17, pages: S323-S331, June 2001, Mathematical supplement available at http://citeseer.ist.psu.edu/574280.html (article)

**Regularized principal manifolds**
*Journal of Machine Learning Research*, 1, pages: 179-209, June 2001 (article)

**Failure Diagnosis of Discrete Event Systems**
*Journal of Control, Automation and Systems Engineering*, 7(5):375-383, May 2001, In Korean (article)

**Pattern Selection Using the Bias and Variance of Ensemble**
*Journal of the Korean Institute of Industrial Engineers*, 28(1):112-127, March 2001 (article)

**Structure and Functionality of a Designed p53 Dimer.**
*Journal of Molecular Biology*, 307(2):605-617, March 2001 (article)

**An Introduction to Kernel-Based Learning Algorithms**
*IEEE Transactions on Neural Networks*, 12(2):181-201, March 2001 (article)

**Estimating the support of a high-dimensional distribution.**
*Neural Computation*, 13(7):1443-1471, March 2001 (article)

**The psychometric function: II. Bootstrap-based confidence intervals and sampling**
*Perception and Psychophysics*, 63 (8), pages: 1314-1329, 2001 (article)

**The psychometric function: I. Fitting, sampling and goodness-of-fit**
*Perception and Psychophysics*, 63 (8), pages: 1293-1313, 2001 (article)

**The control structure of artificial creatures**
*Artificial Life and Robotics*, 5(3), 2001, invited article (article)

**Markovian domain fingerprinting: statistical segmentation of protein sequences**
*Bioinformatics*, 17(10):927-934, 2001 (article)

**Book Review: An Introduction to Fuzzy Logic for Practical Applications**
*K{\"u}nstliche Intelligenz (KI)*, 98(4):60-60, November 1998 (article)

**Where did I take that snapshot? Scene-based homing by image matching**
*Biological Cybernetics*, 79(3):191-202, October 1998 (article)

**On a Kernel-Based Method for Pattern Recognition, Regression, Approximation, and Operator Inversion **
*Algorithmica*, 22(1-2):211-231, September 1998 (article)

Schölkopf, B.
**The moon tilt illusion**
*Perception*, 27(10):1229-1232, August 1998 (article)

**Characterization of the oligomerization defects of two p53 mutants found in families with Li-Fraumeni and Li-Fraumeni-like syndrome.**
*Oncogene*, 17(5):651-656, August 1998 (article)

**Nonlinear Component Analysis as a Kernel Eigenvalue Problem**
*Neural Computation*, 10(5):1299-1319, July 1998 (article)

**SVMs — a practical consequence of learning theory**
*IEEE Intelligent Systems and their Applications*, 13(4):18-21, July 1998 (article)

**Support vector machines **
*IEEE Intelligent Systems and their Applications*, 13(4):18-28, July 1998 (article)

**The connection between regularization operators and support vector kernels.**
*Neural Networks*, 11(4):637-649, June 1998 (article)

**Learning view graphs for robot navigation**
*Autonomous Robots*, 5(1):111-125, March 1998 (article)

**No role for motion blur in either motion detection or motion based image segmentation**
*Journal of the Optical Society of America A*, 15 (2), pages: 297-306, 1998 (article)

**PET with 18fluorodeoxyglucose and hexamethylpropylene amine oxime SPECT in late whiplash syndrome**
*Neurology*, 51, pages: 345-350, 1998 (article)

**Changes of cerebral blood flow during short-term exposure to normobaric hypoxia**
*J Cereb Blood Flow Metab*, 18, pages: 906-910, 1998 (article)