Publikationen von A Elisseeff
Alle Typen
Zeitschriftenartikel (8)
1.
Zeitschriftenartikel
21 (15), S. 3241 - 3247 (2005)
Semi-supervised protein classification using cluster kernels. Bioinformatics 2.
Zeitschriftenartikel
21 (2), S. 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.
Zeitschriftenartikel
55 (1), S. 71 - 97 (2004)
Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers. Machine Learning 4.
Zeitschriftenartikel
101 (17), S. 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.
Zeitschriftenartikel
19 (6), S. 764 - 771 (2003)
Feature selection and transduction for prediction of molecular bioactivity for drug design. Bioinformatics 6.
Zeitschriftenartikel
3, S. 1157 - 1182 (2003)
An Introduction to Variable and Feature Selection. The Journal of Machine Learning Research 7.
Zeitschriftenartikel
3, S. 1439 - 1461 (2003)
Use of the Zero-Norm with Linear Models and Kernel Methods. The Journal of Machine Learning Research 8.
Zeitschriftenartikel
2, S. 499 - 526 (2002)
Stability and Generalization. The Journal of Machine Learning Research Buchkapitel (2)
9.
Buchkapitel
Embedded methods. In: Feature Extraction: Foundations and Applications, S. 137 - 165 (Hg. Guyon, I.; Gunn, S.; Nikravesh, M.; Zadeh, L.). Springer, Berlin, Germany (2006)
10.
Buchkapitel
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, S. 369 - 387 (Hg. Konferenzbeitrag (5)
11.
Konferenzbeitrag
Semi-Supervised Protein Classification using Cluster Kernels. Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, 09. Dezember 2003 - 11. Dezember 2003. Advances in Neural Information Processing Systems 16, S. 595 - 602 (2004)
12.
Konferenzbeitrag
Kernel Dependency Estimation. In: Advances in Neural Information Processing Systems 15, S. 873 - 880 (Hg. Becker, S.; Thrun, S.; Obermayer, K.). Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), Vancouver, BC, Canada, 09. Dezember 2002 - 14. Dezember 2002. MIT Press, Cambridge, MA, USA (2003)
13.
Konferenzbeitrag
Stability of ensembles of kernel machines. In: Advances in learning theory: methods, models and applications, S. 111 - 124 (Hg. Suykens, J.; Horvath, G.; Basu, S.; Micchelli, C.; Vandewalle, J.). NATO Advanced Study Institute on Learning Theory and Practice 2002, Leuven, Belgium, 08. Juli 2002 - 19. Juli 2002. IOS Press, Amsterdam, The Netherlands (2003)
14.
Konferenzbeitrag
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, 26. August 2001. (2001)
15.
Konferenzbeitrag
Algorithmic Stability and Generalization Performance. In: Advances in Neural Information Processing Systems 13, S. 196 - 202 (Hg. Leen, T.; Dietterich, T.; Tresp, V.). Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), Denver, CO, USA, 27. November 2000 - 02. Dezember 2000. MIT Press, Cambridge, MA, USA (2001)
Bericht (4)
16.
Bericht
111). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2003), 10 S.
Machine Learning approaches to protein ranking: discriminative, semi-supervised, scalable algorithms (Technical Report of the Max Planck Institute for Biological Cybernetics, 17.
Bericht
98). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2002), 10 S.
Kernel Dependency Estimation (Technical Report of the Max Planck Institute for Biological Cybernetics, 18.
Bericht
Feature Selection and Transduction for Prediction of Molecular Bioactivity for Drug Design. (2002)
19.
Bericht
Use of the $ell_0$-norm with linear models and kernel methods. Biowulf Technologies, Savannah, GA, USA (2001)