DICP OpenIR
Application of probabilistic neural network in the clinical diagnosis of cancers based on clinical chemistry data
Shan, YC; Zhao, RH; Xu, GW; Liebich, HM; Zhang, YK
关键词Classification Cancer Nucleosides Probabilistic Neural Network
刊名ANALYTICA CHIMICA ACTA
2002-10-23
471期:1页:77-86
收录类别SCI
文章类型Article
WOS标题词Science & Technology ; Physical Sciences
类目[WOS]Chemistry, Analytical
研究领域[WOS]Chemistry
关键词[WOS]MASS-SPECTROMETRY ; MODIFIED NUCLEOSIDES ; PATTERN-RECOGNITION ; RETENTION BEHAVIOR ; SENSOR ARRAY ; IDENTIFICATION ; CLASSIFICATION ; CHROMATOGRAPHY ; CLASSIFIERS ; TOOL
英文摘要As a recently developed and powerful classification tool, probabilistic neural network was used to distinguish cancer patients from healthy persons according to the levels of nucleosides in human urine. Two datasets (containing 32 and 50 patterns, respectively) were investigated and the total consistency rate obtained was 100% for dataset 1 and 94% for dataset 2. To evaluate the performance of probabilistic neural network, linear discriminant analysis and learning vector quantization network, were also applied to the classification problem. The results showed that the predictive ability of the probabilistic neural network is stronger than the others in this study. Moreover, the recognition rate for dataset 2 can achieve to 100% if combining, these three methods together, which indicated the promising potential of clinical diagnosis by combining different methods. (C) 2002 Elsevier Science B.V. All rights reserved.
语种英语
原文出处查看原文
WOS记录号WOS:000178565700008
引用统计
被引频次:32[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://cas-ir.dicp.ac.cn/handle/321008/83249
专题中国科学院大连化学物理研究所
作者单位1.Acad Sinica, Dalian Inst Chem Phys, Natl Chromatog R&A Ctr, Dalian 116011, Peoples R China
2.Univ Tubingen, Med Klin, D-72076 Tubingen, Germany
推荐引用方式
GB/T 7714
Shan, YC,Zhao, RH,Xu, GW,et al. Application of probabilistic neural network in the clinical diagnosis of cancers based on clinical chemistry data[J]. ANALYTICA CHIMICA ACTA,2002,471(1):77-86.
APA Shan, YC,Zhao, RH,Xu, GW,Liebich, HM,&Zhang, YK.(2002).Application of probabilistic neural network in the clinical diagnosis of cancers based on clinical chemistry data.ANALYTICA CHIMICA ACTA,471(1),77-86.
MLA Shan, YC,et al."Application of probabilistic neural network in the clinical diagnosis of cancers based on clinical chemistry data".ANALYTICA CHIMICA ACTA 471.1(2002):77-86.
条目包含的文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
2002645VZBZDEJ.pdf(138KB) 开放获取--请求全文
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Shan, YC]的文章
[Zhao, RH]的文章
[Xu, GW]的文章
百度学术
百度学术中相似的文章
[Shan, YC]的文章
[Zhao, RH]的文章
[Xu, GW]的文章
必应学术
必应学术中相似的文章
[Shan, YC]的文章
[Zhao, RH]的文章
[Xu, GW]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。