An improved algorithm for decision-tree-based SVM

Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

Volumn 1, Issue , 2006, Pages 4234-4238

  Xiaodan, Wang ^a   Zhaohui, Shi ^a   Chongming, Wu ^a   Wei, Wang ^a  

^a AIR FORCE ENGINEERING UNIVERSITY   (China)

Author keywords

Decision tree; Separability measure; Support vector machine

Indexed keywords

ALGORITHMS; DECISION TREES; FEATURE EXTRACTION; INTELLIGENT AGENTS; OPTIMIZATION; PROBLEM SOLVING;

MULTI-CLASS PROBLEMS; SEPARABILITY MEASURE;

SUPPORT VECTOR MACHINES;

EID: 34047210611     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WCICA.2006.1713173     Document Type: Conference Paper

References (9)

1. V. N. Vapnik, The nature of statistical learning theory, Springer-Verlag, New York. NY, 1995.
2. C. Burges, "A tutorial on support vector machines for pattern recognition," Data Mining and Knowledge Discovery, vol. 2, no. 2, pp. 121-167, 1998.
3. J. Weston, C. Watkins, "Multi-class support vector machines," Royal Holloway College, TR CSD-TR-98-04, 998.
4. C. W. Hsu, C. J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans, on Neural Networks, vol. 13, no. 2, pp. 415-425, 2002.
5. J. Platt, et al, "Large margin DAGs for multi-class classification", Advances in Neural Information Processing Systems 12, Cambridge MA: MIT Press, 2000, vol. 12, pp. 547-553.
6. K. P. Bennett, J. A. Blue, "A support vector machine approach to decision trees," in Proceedings of IJCNN'98. Anchorage, Alaska, 1998, pp.2396-2401.
7. Takahashi Fumitake, Abe Shigeo, "Decision-tree-based multi-class support vector machines", in Proceedings of ICONIP'02, 2002, vol. 3, pp. 1418-1422.
8. L. Jiao, L. Zhang, and W. Zhou, "Pre-extracting support vectors for support vector machines", ACTA ELECTRONICA SINCA, vol. 29, no. 3, pp. 383-386, March 2001.
9. C. L. Blake, C. J. Merz, UCI Repository of machine learning databases. http://www.ics.uci.edu/~mlearn/MLRepository.html