Early detection of liver disease using data visualisation and classification method
文献类型：期刊论文
| 作者 | Zhou XF(周晓锋) ; Zhang YL(章永来); Shi, Mingrui; Shi HB(史海波); Zheng, Zeyu
|
| 刊名 | Biomedical Signal Processing and Control
 |
| 出版日期 | 2014 |
| 卷号 | 11期号:1页码:27-35 |
| 关键词 | Classification (of information) Data description Data visualization Learning systems Visualization |
| ISSN号 | 1746-8094 |
| 产权排序 | 1 |
| 通讯作者 | 章永来 |
| 中文摘要 | 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. |
| WOS标题词 | Science & Technology ; Technology ; Life Sciences & Biomedicine |
| 类目[WOS] | Engineering, Biomedical ; Medical Laboratory Technology |
| 研究领域[WOS] | Engineering ; Medical Laboratory Technology |
| 关键词[WOS] | NONLINEAR DIMENSIONALITY REDUCTION ; INDEPENDENT COMPONENT ANALYSIS ; EIGENMAPS ; SYSTEM |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000336466700004 |
| 源URL | [http://ir.sia.cn/handle/173321/14635]  |
| 专题 | 沈阳自动化研究所_数字工厂研究室 |
| 推荐引用方式 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. |
入库方式： OAI收割
来源：沈阳自动化研究所
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