A heuristic algorithm to incremental support vector machine learning

Proceedings of 2004 International Conference on Machine Learning and Cybernetics

Volumn 3, Issue , 2004, Pages 1764-1767

  Li, Zhong Wei ^a   Zhang, Jian Pei ^a   Yang, Jing ^a  

^a HARBIN ENGINEERING UNIVERSITY   (China)

Author keywords

Classification; Incremental learning; Machine learning; SVM

Indexed keywords

ALGORITHMS; DATA REDUCTION; HEURISTIC METHODS; INTERNET; PROBLEM SOLVING; VECTORS;

CLASSIFICATION; DATA SPACE; INCREMENTAL LEARNING; SVM;

LEARNING SYSTEMS;

EID: 6344287424     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. F. J. Provost and V. Kolluri. "A survey of methods for scaling up inductive learning algorithms", Technical Report ISL-97-3, Intelligent Systems Lab., Department of Computer Science, University of Pittsburgh, 1997.
2. V. Vapnik. The Nature of Statistical Learning Theory. Springer Verlag, New York, 1995.
3. Osuna E, Freund R, Girosi F. "An improved training algorithm for support vector machine", Proceeding of IEEE NNSP'97, Amelia Island FL, pp.276-285, September 1997.
4. Xiao Rong, Wang Jicheng, Sun Zhengxing, Zhang Fuyan. "An Apporach to Incremental SVM Learning Algorithm", Journal of NanJing University(Natural Sciences), Vol 38, No. 2, pp. 152-157, Mar. 2002.
5. Zeng Wen-hua, Ma Jian. "A Novel Approach to Incremental SVM learning Algorithm", Journal of Xiamen Univeristy(Natural Science), Vol 41, No. 6, pp.687-691, Nov. 2002.
6. Christopher J, Surges C, A Tutorial on Support Vector Machines for Pattern Recognition, Kluwer Academic Publishers, Boston, 1998.
7. N. Syed, H. Liu, and K. Sung, "Incremental learning with support vector machines", Proceeding of IJCAI Conference, Sweden, August 1999.
8. th ICML Conference, Morgan Kaufmann, June 2000.
9. P. Mitra, C. A. Murthy, and S. K. Pal. "Data Condensation in Large Databases by Incremental Learning with Support Vector Machines", Proceeding of ICPR Conference, Spain ; September 2000