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Early detection of liver disease using data visualisation and classification method
Zhou XF(周晓锋); Zhang YL(章永来); Shi, Mingrui; Shi HB(史海波); Zheng, Zeyu
作者部门数字工厂研究室
关键词Classification (Of Information) Data Description Data Visualization Learning Systems Visualization
发表期刊Biomedical Signal Processing and Control
ISSN1746-8094
2014
卷号11期号:1页码:27-35
收录类别SCI ; EI
EI收录号20141317511324
WOS记录号WOS:000336466700004
产权排序1
摘要Detection of early-stage liver diseases is a challenge in medical field. Automated diagnostics based on machine learning therefore could be very important for liver tests of patients. This paper investigates 225 liver function test records (each record include 14 features), which is a subset from 1000 patients' liver function test records that include the records of 25 patients with liver disease from a community hospital. We combine support vector data description (SVDD) with data visualisation techniques and the glowworm swarm optimisation (GSO) algorithm to improve diagnostic accuracy. The results show that the proposed method can achieve 96% sensitivity, 86.28% specificity, and 84.28% accuracy. The new method is thus well-suited for diagnosing early liver disease.
语种英语
WOS标题词Science & Technology ; Technology ; Life Sciences & Biomedicine
WOS类目Engineering, Biomedical ; Medical Laboratory Technology
关键词[WOS]NONLINEAR DIMENSIONALITY REDUCTION ; INDEPENDENT COMPONENT ANALYSIS ; EIGENMAPS ; SYSTEM
WOS研究方向Engineering ; Medical Laboratory Technology
引用统计
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/14635
专题数字工厂研究室
通讯作者Zhang YL(章永来)
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
2.University of Chinese Academy of Sciences, Beijing, China
3.Department of Economics and Management, Liaoning Technical University, Fuxin, China
4.Department of Control Science and Engineering, Zhejiang University, Hangzhou, China
5.Department of Physics, Centre for Computational Science and Engineering, National University of Singapore, Singapore, Singapore
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GB/T 7714
Zhou XF,Zhang YL,Shi, Mingrui,et al. Early detection of liver disease using data visualisation and classification method[J]. Biomedical Signal Processing and Control,2014,11(1):27-35.
APA Zhou XF,Zhang YL,Shi, Mingrui,Shi HB,&Zheng, Zeyu.(2014).Early detection of liver disease using data visualisation and classification method.Biomedical Signal Processing and Control,11(1),27-35.
MLA Zhou XF,et al."Early detection of liver disease using data visualisation and classification method".Biomedical Signal Processing and Control 11.1(2014):27-35.
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