Using improved SVM decision tree to classify hrrp

2005 International Conference on Machine Learning and Cybernetics, ICMLC 2005

Volumn , Issue , 2005, Pages 4432-4436

  Wang, Xiao Dan ^a   Wu, Chong Ming ^a  

^a AIR FORCE ENGINEERING UNIVERSITY   (China)

Author keywords

Decision tree; High resolution range profile; Separability measure; Support vector machine

Indexed keywords

CYBERNETICS; PATTERN RECOGNITION; PROBLEM SOLVING; RADAR;

DECISION TREE; TRAINING SAMPLES;

LEARNING SYSTEMS;

EID: 28444462516     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (10)

1. Li H J, and Yang S H, "Using range profiles as feature vectors to identify aerospace objects", IEEE Trans. on AP, Vol 41, No. 3, pp.261-268, 1993
2. Zyweck A, and Borner R E, "Radar target classification of commercial aircraft", IEEE Trans. on AES, Vol 32, No. 2, pp. 598- 606, 1996
3. Vapnik V. N. The nature of statistical learning theory[M]. Springer-Verlag, New York. NY, 1995
4. Burges, C, "A tutorial on support vector machines for pattern recognition", Data Mining and Knowledge Discovery, Vol 2, No. 2, pp. 121-167, 1998
5. Weston J, and Watkins C, "Multi-class support vector machines", Royal Holloway College, TR CSD-TR-98-04, 1998
6. Hsu C W, and Lin C J, "A comparison of methods for multiclass support vector machines", IEEE Trans. on Neural Networks, Vol 13, No. 2, pp.415-425, 2002
7. Platt J, et al, "Large margin DAGs for multi-class classification", Advances in Neural Information Processing Systems 12, Cambridge, MA:MIT Press, pp. 547-553, 2000
8. Bennett K P, and Blue J A, "A support vector machine approach to decision trees", Proceedings of IJCNN'98, Anchorage, Alaska, pp. 2396-2401, 1998
9. Fumitake Takahashi, and Shigeo Abe, "Decision-tree-based multi-class support vector machines", Proceedings of ICONIP'02,vol3, pp. 1418-14226,2002
10. Hudson S, and Psaltis D, "Correlation filters for aircraft identification from radar range profiles", IEEE Trans. on AES, Vol 29, No. 3, pp. 741-748, 1993