A multiresolution wavelet kernel for support vector regression

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

Volumn 3971 LNCS, Issue , 2006, Pages 1022-1029

  Han, Feng Qing ^a,b   Wang, Da Cheng ^a   Li, Chuan Dong ^b   Liao, Xiao Feng ^b  

^a CHONGQING JIAOTONG UNIVERSITY   (China)

^b CHONGQING UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

FUNCTION EVALUATION; NUMERICAL METHODS; PARAMETER ESTIMATION; REGRESSION ANALYSIS; WAVELET TRANSFORMS;

FEATURE SPACE; INPUT SPACE; MULTIRESOLUTION WAVELET KERNEL FUNCTION (MWKF); SUPPORT VECTOR REGRESSION (SVR);

LEARNING SYSTEMS;

EID: 33745919489     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11759966_150     Document Type: Conference Paper

References (10)

1. Vapnik, V. N.: The Nature of Statistical Learning Theory. Springer-Verlag, Berlin Heidelberg New York (1995)
2. Mangasarian, O. L., Musicant, D. R.: Robust Linear and Support Vector Regression. IEEE Trans. on Pattern Analysis and Machine Intelligence 22(9) (2000) 950-955
3. Shevade, S.K., Keerthi, S.S., Bhattacharyya, C. and Murthy, K. R. K.: Improvements to the SMO Algorithm for SVM Regression. IEEE Trans on Neural Networks 11(5) (2000) 1188-1193
4. Brailovsky, V. L.: On Global, Local, Mixed and Neighborhood Kernels for Support Vector Machines. Pattern Recognition Letters 20(11-13) (1999) 1183-1190
5. Chan, W. C., Chan, C. W., Cheung, K. C., Hanis, C. J.: On the Modelling of Nonlinear Dynamic Systems Using Support Vector Neural Networks. Engineering Applications of Artificial Intelligence 14 (2001) 105-113
6. Guo, G. D.: Support Vector Machines for Face Recognition. Image and Vision Computing 19(9-10) (2001) 631-638
7. Jonsson, K.: Support Vector Machines for Face Authentication. Image and Vision Computing 20(5-6) (2002) 369-375
8. Daubechies. I: Ten Lectures on Wavelets. CBMS-NSF Regional Conf. Series in Appl. Math., Vol. 61. Society for Industrial and Applied Mathematics, Philadelphia (1992)
9. Zhang, L., Zhou, W. D., Jiao, L. C.: Wavelet Kernel Function Network. Journal of Infrared Millimeter Waves 20(3) (2001) 223-227
10. Li, Y. C., Fang, T. J.: Wavelet Support Vector Machines. Pattern Recognition & Artificial Intelligence 17(2) (2004) 167-172