Publikationen von A Zien

Zien, A.: A primer on molecular biology. In: Kernel Methods in Computational Biology, S. 3 - 34 (Hg. Schölkopf, B.; Tsuda, K.; Vert, J.-P.). MIT Press, Cambridge, MA, USA (2004)

Franc, V.; Zien, A.; Schölkopf, B.: Support Vector Machines as Probabilistic Models. In: 28th International Conference on Machine Learning (ICML 2011), S. 665 - 672 (Hg. Getoor, L.; Scheffer, T.). 28th International Conference on Machine Learning (ICML 2011), Bellevue, WA, USA. International Machine Learning Society, Madison, WI, USA (2011)

Ong, C.; Zien, A.: An Automated Combination of Kernels for Predicting Protein Subcellular Localization. In: Algorithms in Bioinformatics: 8th International Workshop, WABI 2008, Karlsruhe, Germany, September 15-19, 2008, S. 186 - 197 (Hg. Krandall, K.; Lagergren, J.). 8th Workshop on Algorithms in Bioinformatics (WABI 2008), Karlsruhe, Germany, 15. September 2008 - 19. September 2008. Springer, Berlin, Germany (2008)

Sonnenburg, S.; Zien, A.; Philips , P.; Rätsch, G.: POIMs: positional oligomer importance matrices: understanding support vector machine-based signal detectors. 16th Annual International Conference Intelligent Systems for Molecular Biology (ISMB 2008), Toronto, Canada, 19. Juli 2008 - 23. Juli 2008. Bioinformatics 24 (13), S. i6 - i14 (2008)

Zien, A.; Bona, F.; Ong, C.: Training and Approximation of a Primal Multiclass Support Vector Machine. In: XIIth International Conference on Applied Stochastic Models and Data Analysis (ASMDA 2007), S. 1 - 8 (Hg. Skiadas, C.). XIIth International Conference on Applied Stochastic Models and Data Analysis (ASMDA 2007), Chania, Greece, 29. Mai 2007 - 01. Juni 2007. (2007)

Zien, A.; Brefeld, U.; Scheffer, T.: Transductive Support Vector Machines for Structured Variables. In: ICML '07: 24th International Conference on Machine Learning, S. 1183 - 1190 (Hg. Ghahramani, Z.). 24th International Conference on Machine Learning (ICML 2007), Corvallis, OR, USA, 20. Juni 2007 - 24. Juni 2007. ACM Press, New York, NY, USA (2007)

Zien, A.; Ong, C.: Multiclass Multiple Kernel Learning. In: ICML '07: 24th International Conference on Machine Learning, S. 1191 - 1198 (Hg. Ghahramani, Z.). 24th International Conference on Machine Learning (ICML 2007), Corvallis, OR, USA, 20. Juni 2007 - 24. Juni 2007. ACM Press, New York, NY, USA (2007)

Sonnenburg, S.; Zien, A.; Rätsch, G.: ARTS: Accurate Recognition of Transcription Starts in Human. 14th International Conference on Intelligent Systems for Molecular Biology (ISMB 2006), Fortaleza, Brazil, 06. August 2006 - 10. August 2006. Bioinformatics 22 (14), H-56, S. e472 - e480 (2006)

Chapelle, O.; Chi, M.; Zien, A.: A Continuation Method for Semi-Supervised SVMs. In: ICML '06: Proceedings of the 23rd International Conference on Machine Learning, S. 185 - 192 (Hg. Cohen, W.; Moore, A.). 23rd International Conference on Machine Learning, Pittsburgh, PA., USA, 25. Juni 2006 - 29. Juni 2006. ACM Press, New York, NY, USA (2006)

Zien, A.; Candela, J.: Large Margin Non-Linear Embedding. In: ICML '05: 22nd international conference on Machine learning, S. 1065 - 1072 (Hg. Dzeroski, S.; de Raedt, L.; Wrobel, S.). 22nd International Conference on Machine Learning (ICML 2005), Bonn, Germany, 07. August 2005 - 11. August 2005. ACM Press, New York, NY, USA (2005)

Chapelle, O.; Zien, A.: Semi-Supervised Classification by Low Density Separation. In: AISTATS 2005: Tenth International Workshop onArtificial Intelligence and Statistics, S. 57 - 64 (Hg. Cowell, R.; Ghahramani, Z.). Tenth International Workshop on Artificial Intelligence and Statistics (AI Statistics 2005), Barbados, 06. Januar 2005 - 08. Januar 2005. The Society for Artificial Intelligence and Statistics (2005)

BakIr, G.; Zien, A.; Tsuda, K.: Learning to Find Graph Pre-Images. In: Pattern Recognition: 26th DAGM Symposium, Tübingen, Germany, August 30 - September 1, 2004, S. 253 - 261 (Hg. Rasmussen, C.; Bülthoff, H.; Schölkopf, B.; Giese, M.). 26th Annual Symposium of the German Association for Pattern Recognition (DAGM 2004), Tübingen, Germany, 30. August 2004 - 01. September 2004. Springer, Berlin, Germany (2004)

Eichhorn, J.; Tolias, A.; Zien, A.; Kuss, M.; Rasmussen, C.; Weston, J.; Logothetis, N.; Schölkopf, B.: Prediction on Spike Data Using Kernel Algorithms. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, S. 1367 - 1374 (Hg. Thrun, S.; Saul, L.; Schölkopf, B.). Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), Vancouver, BC, Canada, 08. Dezember 2003 - 13. Dezember 2003. MIT Press, Cambridge, MA, USA (2004)

Zien, A.; Fluck , J.; Zimmer, R.; Lengauer, T.: Microarrays: How Many Do You Need? In: RECOMB '02: Sixth Annual International Conference on Computational Biology, S. 321 - 330 (Hg. Myers, G.; Hannenhalli , S.). Sixth Annual International Conference on Research in Computational Molecular Biology (RECOMB 2002), Washington, DC, USA, 18. April 2002 - 21. April 2002. ACM Press, New York, NY, USA (2002)

Zien, A.; Rätsch, G.; Mika, S.; Schölkopf, B.; Lemmen, C.; Smola, A.; Lengauer, T.; Müller, K.-R.: Engineering Support Vector Machine Kernels That Recognize Translation Initiation Sites. German Conference on Bioinformatics (GCB 1999), Hannover, Germany, 04. Oktober 1999 - 06. Oktober 1999. Bioinformatics 16 (9), S. 799 - 807 (2000)

Zien, A.: Mathematical programming for multiple kernellearning. In 23rd European Conference on Operational Research (Euro XXIII), TD-18-1, S. 187. 23rd European Conference on Operational Research (Euro XXIII), Bonn, Germany, 05. Juli 2009 - 08. Juli 2009. (2009)

Schweikert, G.; Zeller , G.; Zien, A.; Behr, J.; Sonnenburg, S.; Philips , P.; Ong, C.; Rätsch, G.: mGene: A Novel Discriminative Gene Finder. In 2008 Topics Meeting: Worm Genomics and Systems Biology. 2008 Topics Meeting: Worm Genomics and Systems Biology, Cambridge, MA, USA, 24. Juli 2008 - 25. Juli 2008. (2008)

Schweikert, G.; Zeller, G.; Behr, J.; Zien, A.; Ong, C.; de Bona, F.; Sonnenburg, S.; Philips, P.; Rätsch, G.; Widmer, C.: mGene: A Novel Discriminative Gene Finding System. In 4th ISCB Student Council Symposium at the 16th Annual International Conference Intelligent Systems for Molecular Biology (ISMB 2008), S. 20. 4th ISCB Student Council Symposium at the 16th Annual International Conference Intelligent Systems for Molecular Biology (ISMB 2008), Toronto, Canada, 19. Juli 2008 - 23. Juli 2008. (2008)

Hanisch, D.; Zien, A.; Zimmer, R.; Lengauer, T.: Co-Clustering of Biological Networks and Gene Expression Data. In Bioinformatics, (Supplement 1), S. 145S. Tenth International Conference on Intelligent Systems for Molecular Biology (ISMB 2002), Edmondon, Canada, 29. Juni 2002 - 03. Juli 2002. Oxford University Press, Oxford (2002)

Sonnenburg, S.; Zien, A.; Philips, P.; Rätsch, G.: Positional Oligomer Importance Matrices. NIPS 2007 Workshop on Machine Learning in Computational Biology (MLCB 2007), Whistler, BC, Canada (2007)