Multi-class support vector machines based on arranged decision graphs and particle swarm optimization for model selection

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

Volumn 4432 LNCS, Issue PART 2, 2007, Pages 238-245

  Acevedo, Javier ^a   Maldonado, Saturnino ^a   Siegmann, Philip ^a   Lafuente, Sergio ^a   Gil, Pedro ^a  

^a UNIVERSITY OF ALCALÁ   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); DECISION TREES; GRAPH THEORY; OPTIMIZATION; PROBLEM SOLVING;

DECISION DIRECTED ACYCLIC GRAPH; MODEL SELECTION; PARTICLE SWARM OPTIMIZATION;

SUPPORT VECTOR MACHINES;

EID: 38049026933     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-71629-7_27     Document Type: Conference Paper

References (8)

1. Vapnik, N.V.: The Natureof Statistical Learning Theory. Springer-Verlag, Berlin. (2000) led: 1998.
2. Wang, L.: Support Vector Machines: Theory and Applications. Springer-Verlag, Berlin. (2005)
3. J. Weston and C.Watkins: Multi-class support vector machines. Technical report, Royal Holloway University of London (1998)
4. Piatt, J.: Probabilistic outputs for support vector machines and comparison to regularized likelihood methods. In Smola, A., Schölkopf, B., Schuurmans, D., eds.: Advances in Large Margin Classifiers. MIT Press (1999) 61-74
5. Kreßel, U.: Pairwise classification and support vector machines. In Schölkopf, B., Burges, C., Smola, A., eds.: Advances in Kernel Methods - Support Vector Learning. MIT Press (1998) 225-268
6. Piatt, J.: Large margin dags for multiclass classification. In Solla, S., Keen, T., Müller, K., eds.: Advances in Neural Information Processing Systems. MIT Press (2000) 547-553
7. Kennedy, J., Eberhart, R.: Particle swarm optimization. In: Proceedings of the IEEE International Conference on Neural Networks. IEEE Press, Piscataway, NJ (1995) 1942-1948
8. D.J. Newman, S. Hettich, C.B., Merz, C.: UCI repository of machine learning databases (1998)