An intelligent method of cancer prediction based on mobile cloud computing

被引:3
|
作者
Zhang, Guoyin [1 ]
Kou, Liang [1 ]
Yuan, Ye [1 ]
Sun, Jianguo [1 ]
Lin, Yun [2 ]
Da, Qingan [1 ]
Wang, Wenshan [1 ]
机构
[1] Harbin Engn Univ, Coll Comp Sci & Technol, Harbin, Heilongjiang, Peoples R China
[2] Harbin Engn Univ, Coll Informat & Commun Engn, Harbin, Heilongjiang, Peoples R China
基金
中国博士后科学基金; 美国国家科学基金会;
关键词
Mobile healthcare; Cancer diagnosis; Classification; SVM; STATISTICS; CLASSIFICATION;
D O I
10.1007/s10586-017-1416-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, mobile medical services have gradually become the common focus of the communications and healthcare industries. People can get medical information and services efficiently and conveniently anytime, anywhere. However, due to the limitations of the mobile terminal's own computing and storage capabilities, mobile therapy is greatly challenged. Therefore, we propose a mobile medical health system based on cloud computing. Firstly, principal component analysis was used to obtain representative features. Then, a simplified feature subset was applied to support vector machine (SVM) based on Sigmoid kernel function. The data set was categorized by SVM as cancer patient and normal object experimental results show that the method is improved in accuracy, sensitivity, and specificity.
引用
收藏
页码:11527 / 11535
页数:9
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