Kernels on lists and sets over relational algebra: An application to classification of protein fingerprints

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 3918 LNAI, Issue , 2006, Pages 546-551

  Woźnica, Adam ^a   Kalousis, Alexandros ^a   Hilario, Melanie ^a  

^a UNIVERSITY OF GENEVA   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

ALGEBRA; COMPUTATIONAL COMPLEXITY; DATA STRUCTURES; EVALUATION; KNOWLEDGE ENGINEERING; PATTERN RECOGNITION; VECTORS;

DATA REPRESENTATIONS; PROTEIN FINGERPRINTS; R-CONVOLUTION KERNELS; SUPPORT VECTOR MACHINES (SVM);

PROTEINS;

EID: 33745799287     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11731139_64     Document Type: Conference Paper

References (8)

1. Woźnica, A., Kalousis, A., Hilario, M.: Distance-based learning over extended relational algebra structures. In: In Proceedings of the 15th International Conference on Inductive Logic Programming (late breaking papers), Bonn, Germany (2005)
2. Haussler, D.: Convolution kernels on discrete structures. Technical report, UC Santa Cruz (1999)
3. Gaertner, T., Lloyd, J., Flach, P.: Kernels and distances for structured data. Machine Learning (2004)
4. Schölkopf, B., Tsuda, K., Vert, J.: Kernel Methods in Computational Biology. MIT Press series on Computational Molecular Biology. MIT Press (2003)
5. Zelenko, D., Aone, C., Richardella, A.: Kernel methods for relation extraction. Journal of Machine Learning Research 3 (2003) 1083-1106
6. Woźnica, A., Kalousis, A., Hilario, M.: Kernels over relational algebra structures. In: The Ninth Pacific-Asia Conference on Knowledge Discovery and Data, Hanoi, Vietnam (2005)
7. Schölkopf, B., Smola, A.J.: Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond. MIT Press, Cambridge, MA (2002)
8. Hilario, M., Mitchell, A., Kim, J.H., Bradley, P., Attwood, T.: Classifying protein fingerprints. In: Proc. 8th Conference on Principles and Practice of Knowledge Discovery in Databases, Pisa, Italy, Springer-Verlag (2004)