Parameters optimization of support vector machine based on simulated annealing and genetic algorithm

2009 IEEE International Conference on Robotics and Biomimetics, ROBIO 2009

Volumn , Issue , 2009, Pages 1302-1306

  Zhang, F Qilong ^a   Shan, S Ganlin ^a   Duan, T Xiusheng ^a   Zhang, Zining ^b  

^a ORDNANCE ENGINEERING COLLEGE   (China)

^b NONE

Author keywords

Genetic algorithm; Kernel parameters; Optimization; Simulated annealing; Support vector machine

Indexed keywords

ANALYTIC METHOD; COMBINED ALGORITHMS; COOLING SCHEDULE; CROSSOVER AND MUTATION; ENCODING METHODS; GENERALIZATION ERROR; HEURISTIC SEARCH METHODS; KERNEL PARAMETER; KERNEL PARAMETERS; NEW SOLUTIONS; OPTIMIZATION PROBLEMS; PARAMETERS OPTIMIZATION; PREMATURE CONVERGENCE; SIMULATED ANNEALING ALGORITHMS;

ANNEALING; BIOMIMETICS; GENETIC ALGORITHMS; HEURISTIC METHODS; PARAMETER ESTIMATION; ROBOTICS; SUPPORT VECTOR MACHINES; VECTORS;

SIMULATED ANNEALING;

EID: 77951461099     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ROBIO.2009.5420717     Document Type: Conference Paper

References (11)

1. Yang Kuihe, Shan Ganlin, Zhao Lingling. "Steam turbine fault diagnosis based on least squares support vector machine," Control and Decision, vol. 22, pp. 778-782, July 2007.
2. Eitrich T, Lang B. "Data Mining with Parallel Support Vector Machines for Classification," ADVIS, pp. 197-206, 2006.
3. Wang T-Y, Chiang H-M. "Fuzzy support vector machine for multi-class text categorization," Information Processing and Management, vol.43, pp. 914-929, 2007. (Pubitemid 46400294)
4. CHAPELLE O, VAPNIK V, BOUSQUET O, et al. "Choosing Multiple Parameters for Support Vector Machines," Machine Learning, vol.46, pp. 131-159, 2002, (Pubitemid 34129966)
5. Zhao Chunxiu, Zhou Huiren, Liu Chunxia. "Application and Parameters Optimization of LS-SVM based on SA and Bootstrap," Statistic and Decision, vol. 15, pp. 25-28, 2008.
6. Liu Chunbo, Wang Xianfang, Pan Feng. "Parameters selection and stimulation of support vector machines based on ant colony optimization algorithm," J. Cent. South Univ. (Science and Technology), vol. 39, pp. 1309-1313, December, 2008.
7. Zhu Ning, Feng Zhigang, Wang Qi. "Parameter Optimization of Support Vector Machine for Classification Using Niche Genetic Algorithm," Journal of Nanjing University of Science and Technology (Natural Seience), vol. 33, pp. 16-20, Feb. 2009.
8. Tian Jingwen, Gao Meijuan. "Study and Application of Artificial Neural Network Algorithm," Beijing, Beijing Institute of Technology Press, 2006.
9. Vladimir N. Vapnik. "Statistical Learning Theory," John Wiley & Sons, Inc. 1998.
10. th world congress on intelligent control and automation, pp. 1869-1872, June 15-19, 2004, Hangzhou, P.R. China.
11. C. L. Blake and C. J. Merz. UCI Repository of Machine Learning Databases. Univ. California, Dept. Inform. Comput. Sci., Irvine, 1998. Available: http://www.ics.uci.eduhmlearn/MLRrepository.htm.