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学科主题临床医学
Prediction method of peritoneal fluid absorption in renal failure therapy TBased on least-square support vector machine
Zhang, Mei; Hu, Yueming; Wang, Tao
刊名DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS
2006-12-01
suppl.S页:1146-1149
收录类别ISTP ; SCI
文章类型Proceedings Paper
WOS标题词Science & Technology
类目[WOS]Mathematics, Applied
研究领域[WOS]Mathematics
关键词[WOS]REMOVAL
英文摘要

Aiming at the problem of predicting peritoneal fluid absorption rate (PFAR) of end-stage renal disease (ESRD) patients, this paper presents a prediction approach based on least-square support vector machine (LS-SVM). Some basic concepts of LS-SVM are briefly reviewed first. The LS-SVM model is then developed to predict PFAR. Simulations are also performed to compare the proposed approach with the intelligent back-propagation (BP) neural network method. The simulation results indicate that the proposed method keeps samples training from over-fitting, has faster computation and better generalization.

语种英语
WOS记录号WOS:000245061700049
引用统计
文献类型期刊论文
条目标识符http://ir.bjmu.edu.cn/handle/400002259/54719
专题北京大学第一临床医学院_肾脏内科
作者单位1.S China Univ Technol, Coll Automat Sci & Engn, Guangzhou 510640, Guangdong, Peoples R China
2.Peking Univ, Hosp 1, Inst Nephrol, Beijing 100034, Peoples R China
推荐引用方式
GB/T 7714
Zhang, Mei,Hu, Yueming,Wang, Tao. Prediction method of peritoneal fluid absorption in renal failure therapy TBased on least-square support vector machine[J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS,2006,suppl.S:1146-1149.
APA Zhang, Mei,Hu, Yueming,&Wang, Tao.(2006).Prediction method of peritoneal fluid absorption in renal failure therapy TBased on least-square support vector machine.DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS,suppl.S,1146-1149.
MLA Zhang, Mei,et al."Prediction method of peritoneal fluid absorption in renal failure therapy TBased on least-square support vector machine".DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS suppl.S(2006):1146-1149.
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