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Medicine composition concentration analysis based on least square support vector machine

Authors :
Chunguo Wu
Tian-Bao Du
Yanchun Liang
Jia-Huilu
Li-Rong Teng
Xin-Chen Guo
Zhou-Yi Chen
Qing-Fan Meng
Source :
2005 International Conference on Machine Learning and Cybernetics.
Publication Year :
2005
Publisher :
IEEE, 2005.

Abstract

This paper presents a method of medicine composition concentration analysis based on least square support vector machines (LS-SVMs) and examines the importance of the hyperparameter choice in improvement of algorithm performance. Simulation results show that the proposed method obtains high quality precision in the generalization, compared with multiple linear regression, and that it is an efficient approach to regression estimation.

Details

Database :
OpenAIRE
Journal :
2005 International Conference on Machine Learning and Cybernetics
Accession number :
edsair.doi...........cdb1024bb11749bb94c2d1c5c1d10bb6
Full Text :
https://doi.org/10.1109/icmlc.2005.1527584