Publications of A Elisseeff
All genres
Journal Article (8)
1.
Journal Article
21 (15), pp. 3241 - 3247 (2005)
Semi-supervised protein classification using cluster kernels. Bioinformatics 2.
Journal Article
21 (2), pp. 199 - 214 (2005)
A comparative study of multi-class support vector machines in the unifying framework of large margin classifiers. Applied Stochastic Models in Business and Industry 3.
Journal Article
55 (1), pp. 71 - 97 (2004)
Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers. Machine Learning 4.
Journal Article
101 (17), pp. 6559 - 6563 (2004)
Protein ranking: from local to global structure in the protein similarity network. Proceedings of the National Academy of Sciences of the United States of America 5.
Journal Article
19 (6), pp. 764 - 771 (2003)
Feature selection and transduction for prediction of molecular bioactivity for drug design. Bioinformatics 6.
Journal Article
3, pp. 1157 - 1182 (2003)
An Introduction to Variable and Feature Selection. The Journal of Machine Learning Research 7.
Journal Article
3, pp. 1439 - 1461 (2003)
Use of the Zero-Norm with Linear Models and Kernel Methods. The Journal of Machine Learning Research 8.
Journal Article
2, pp. 499 - 526 (2002)
Stability and Generalization. The Journal of Machine Learning Research Book Chapter (2)
9.
Book Chapter
Embedded methods. In: Feature Extraction: Foundations and Applications, pp. 137 - 165 (Eds. Guyon, I.; Gunn, S.; Nikravesh, M.; Zadeh, L.). Springer, Berlin, Germany (2006)
10.
Book Chapter
Smola, A.; Bartlett, P.; Schölkopf, B.; Schuurmans, D.). MIT Press, Cambridge, MA, USA (2000)
Entropy numbers for convex combinations and MLPs. In: Advances in Large Margin Classifiers, pp. 369 - 387 (Eds. Conference Paper (5)
11.
Conference Paper
Semi-Supervised Protein Classification using Cluster Kernels. Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, December 09, 2003 - December 11, 2003. Advances in Neural Information Processing Systems 16, pp. 595 - 602 (2004)
12.
Conference Paper
Kernel Dependency Estimation. In: Advances in Neural Information Processing Systems 15, pp. 873 - 880 (Eds. Becker, S.; Thrun, S.; Obermayer, K.). Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), Vancouver, BC, Canada, December 09, 2002 - December 14, 2002. MIT Press, Cambridge, MA, USA (2003)
13.
Conference Paper
Stability of ensembles of kernel machines. In: Advances in learning theory: methods, models and applications, pp. 111 - 124 (Eds. Suykens, J.; Horvath, G.; Basu, S.; Micchelli, C.; Vandewalle, J.). NATO Advanced Study Institute on Learning Theory and Practice 2002, Leuven, Belgium, July 08, 2002 - July 19, 2002. IOS Press, Amsterdam, The Netherlands (2003)
14.
Conference Paper
KDD Cup 2001 data analysis: prediction of molecular bioactivity for drug Design-Binding to Thrombin. In: KDD-2001 Cup: The Genomics Challenge. KDD-2001 Cup: The Genomics Challenge, August 26, 2001. (2001)
15.
Conference Paper
Algorithmic Stability and Generalization Performance. In: Advances in Neural Information Processing Systems 13, pp. 196 - 202 (Eds. Leen, T.; Dietterich, T.; Tresp, V.). Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), Denver, CO, USA, November 27, 2000 - December 02, 2000. MIT Press, Cambridge, MA, USA (2001)
Report (4)
16.
Report
111). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2003), 10 pp.
Machine Learning approaches to protein ranking: discriminative, semi-supervised, scalable algorithms (Technical Report of the Max Planck Institute for Biological Cybernetics, 17.
Report
98). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2002), 10 pp.
Kernel Dependency Estimation (Technical Report of the Max Planck Institute for Biological Cybernetics, 18.
Report
Feature Selection and Transduction for Prediction of Molecular Bioactivity for Drug Design. (2002)
19.
Report
Use of the $ell_0$-norm with linear models and kernel methods. Biowulf Technologies, Savannah, GA, USA (2001)