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Differentiation of syndromes with SVM
Sun, Zhanquan; Xi, Guangcheng; Yi, Jianqiang; Wang, J; Yi, Z; Zurada, JM; Lu, BL; Yin, H
2006
发表期刊ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS
卷号3973页码:786-791
文章类型Article
摘要Differentiation of syndromes is the kernel theory of Traditional Chinese Medicine (TCM). How to diagnose syndromes correctly with scientific means according to symptoms is the first problem in TCM. Several modem approaches have been applied, but no satisfied results have been obtained because of the complexity of diagnosis procedure. Support Vector Machine (SVM) is a new classification technique and has drawn much attention on this topic in recent years. In this paper, we combine non-linear Principle Component Analysis (PCA) neural network with multi-class SVM to realize differentiation of syndromes. Non-linear PCA is used to preprocess clinical data to save computational cost and reduce noise. The multi-class SVM takes the non-linear principle components as its inputs and determines a corresponding syndrome. Analyzing of a TCM example shows its effectiveness.
WOS标题词Science & Technology ; Technology
关键词[WOS]MULTIOBJECTIVE OPTIMIZATION ; RELIABILITY
收录类别ISTP ; SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000239485300115
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9327
专题09年以前成果
作者单位Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714
Sun, Zhanquan,Xi, Guangcheng,Yi, Jianqiang,et al. Differentiation of syndromes with SVM[J]. ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS,2006,3973:786-791.
APA Sun, Zhanquan.,Xi, Guangcheng.,Yi, Jianqiang.,Wang, J.,Yi, Z.,...&Yin, H.(2006).Differentiation of syndromes with SVM.ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS,3973,786-791.
MLA Sun, Zhanquan,et al."Differentiation of syndromes with SVM".ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS 3973(2006):786-791.
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