Publications of S Nowozin

Journal Article (2)

1.
Journal Article
Saigo, H.; Altmann, A.; Bogojeska, J.; Müller, F.; Nowozin, S.; Lengauer, T.: Learning from past treatments and their outcome improves prediction of In Vivo response to anti-HIV therapy. Statistical Applications in Genetics and Molecular Biology 10 (1), 6, pp. 1 - 32 (2011)
2.
Journal Article
Saigo, H.; Nowozin, S.; Kadowaki, T.; Kudo, T.; Tsuda, K.: gBoost: A Mathematical Programming Approach to Graph Classification and Regression. Machine Learning 75 (1), pp. 69 - 89 (2008)

Book (1)

3.
Book
Sra, S.; Nowozin, S.; Wright, S. (Eds.): Optimization for Machine Learning. MIT Press, Cambridge, MA, USA (2011), 494 pp.

Book Chapter (1)

4.
Book Chapter
Sra, S.; Nowozin, S.; Wright, S.: Introduction: Optimization and Machine Learning. In: Optimization for Machine Learning, pp. 1 - 17 (Eds. Sra, S.; Nowozin, S.; Wright, S.). MIT Press, Cambridge, MA, USA (2011)

Conference Paper (10)

5.
Conference Paper
Gehler, P.; Nowozin, S.: On Feature Combination for Multiclass Object Classification. In: 2009 IEEE 12th International Conference on Computer Vision, pp. 221 - 228. Twelfth IEEE International Conference on Computer Vision, Kyoto, Japan, September 29, 2009 - October 02, 2009. IEEE Computer Society, Piscataway, NJ, USA (2009)
6.
Conference Paper
Dhillon, P.; Nowozin, S.; Lampert, C.: Combining appearance and motion for human action classification in videos. In: 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, pp. 22 - 29. 1st International Workshop on Visual Scene Understanding, Miami, FL, USA, June 20, 2009 - June 25, 2009. IEEE Service Center, Piscataway, NJ, USA (2009)
7.
Conference Paper
Gehler, P.; Nowozin, S.: Let the Kernel Figure it Out: Principled Learning of Pre-processing for Kernel Classifiers. In: 2009 IEEE Conference on Computer Vision and Pattern Recognition, pp. 2836 - 2843. IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Miami Beach, FL, USA, June 20, 2009 - June 25, 2009. IEEE Service Center, Piscataway, NJ, USA (2009)
8.
Conference Paper
Nowozin, S.; Jegelka, S.: Solution Stability in Linear Programming Relaxations: Graph Partitioning and Unsupervised Learning. In: ICML '09: Proceedings of the 26th Annual International Conference on Machine Learning, pp. 769 - 776 (Eds. Danyluk, A.; Bottou, L.; Littman, M.). 26th International Conference on Machine Learning (ICML 2009), Montreal, Canada, June 14, 2009 - June 18, 2009. ACM Press, New York, NY, USA (2009)
9.
Conference Paper
Nowozin, S.; Lampert, C.: Global Connectivity Potentials for Random Field Models. In: 2009 IEEE Conference on Computer Vision and Pattern Recognition, pp. 818 - 825. IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Miami Beach, FL, USA, June 20, 2009 - June 25, 2009. IEEE Service Center, Piscataway, NJ, USA (2009)
10.
Conference Paper
Gehler, P.; Nowozin, S.: Infinite Kernel Learning. In: NIPS 2008 Workshop: Kernel Learning: Automatic Selection of Optimal Kernels (LK ASOK 2008), pp. 1 - 4. NIPS 2008 Workshop: Kernel Learning: Automatic Selection of Optimal Kernels (LK ASOK 2008), Whistler, BC, Canada, December 13, 2008. (2008)
11.
Conference Paper
Nowozin, S.; Tsuda, K.: Frequent Subgraph Retrieval in Geometric Graph Databases. In: 2008 Eighth IEEE International Conference on Data Mining, pp. 953 - 958 (Eds. Giannotti, F.; Gunopulos, D.; Turini, F.; Zaniolo, C.; Ramakrishnan, N. et al.). Eighth IEEE International Conference on Data Mining (ICDM 2008), Pisa, Italy, December 15, 2008 - December 19, 2008. IEEE, Piscataway, NJ, USA (2008)
12.
Conference Paper
Nowozin, S.; Bakir, G.: A Decoupled Approach to Exemplar-based Unsupervised Learning. In: ICML '08: Proceedings of the 25th international conference on Machine, pp. 704 - 711 (Eds. Cohen, W.; McCallum, A.; Roweis, S.). 25th International Conference on Machine Learning (ICML 2008), Helsinki, Finland, July 05, 2008 - July 09, 2008. ACM Press, New York, NY, USA (2008)
13.
Conference Paper
Nowozin, S.; BakIr, G.; Tsuda, K.: Discriminative Subsequence Mining for Action Classification. In: 2007 IEEE 11th International Conference on Computer Vision, pp. 1919 - 1923. 11th IEEE International Conference on Computer Vision (ICCV 2007), Rio de Janeiro, Brazil, October 14, 2007 - October 21, 2007. IEEE Service Center, Piscataway, NJ, USA (2007)
14.
Conference Paper
Nowozin, S.; Tsuda, K.; Uno , T.; Kudo, T.; BakIr, G.: Weighted Substructure Mining for Image Analysis. In: 2007 IEEE Conference on Computer Vision and Pattern Recognition, pp. 1 - 8. IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), Minneapolis, MN., USA, June 17, 2007 - June 22, 2007. IEEE Computer Society, Los Alamitos, CA, USA (2007)

Talk (2)

15.
Talk
Sra, S.; Nowozin, S.; Vishwanathan, S.: Optimization for Machine Learning. NIPS 2008 Workshop: Optimization for Machine Learning, Whistler, BC, Canada (2008)
16.
Talk
Tsuda, K.; Saigo, H.; Nowozin, S.; Kudo , T.; Uno, T.: Mathematical Programming Methods for Learning from Structured Data: Applications to Molecular QSAR Analysis, HIV Drug Resistance Prediction, and Image Categorisation. Joint Bioinformatics Education Program: Kyoto University and University of Tokyo, Kyoto, Japan (2007)

Thesis - Diploma (1)

17.
Thesis - Diploma
Nowozin, S.: Object Classification using Local Image Features. Diploma, 100 pp., Technical University of Berlin, Berlin, Germany (2006)

Report (3)

18.
Report
Nowozin, S.; Tsuda, K.: Frequent Subgraph Retrieval in Geometric Graph Databases (Technical Report of the Max Planck Institute for Biological Cybernetics, 180). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2008), 13 pp.
19.
Report
Gehler, P.; Nowozin, S.: Infinite Kernel Learning (Technical Report of the Max Planck Institute for Biological Cybernetics, 178). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2008), 12 pp.
20.
Report
Dhillon, P.; Nowozin, S.; Lampert, C.: Combining Appearance and Motion for Human Action Classification in Videos (Technical Report of the Max Planck Institute for Biological Cybernetics, 174). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2008), 10 pp.
Go to Editor View