Health Assistant Based on Cloud Platform

被引:0
|
作者
Huang, Guoyan [1 ]
Chen, Liangyuan [1 ]
Feng, Zhangchi [1 ]
机构
[1] Sun Yat Sen Univ, Sch Data & Comp Sci, Guangzhou, Guangdong, Peoples R China
来源
关键词
Machine learning algorithms; Cloud based; Auxiliary diagnosis system; Bayesian Net; C5.0; Neural network; HEART-DISEASE; DIAGNOSIS; NETWORKS; IMAGES;
D O I
10.1007/978-3-319-39601-9_43
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the rapid growth of machine learning algorithms, the artificial intelligence classification technology serves as a useful and an important reference for physicians or non-specialists to make a diagnosis. In this paper, we designed a health assistant that aims at enhancing the quality and the performance of healthcare services. We intend to develop communication technologies between cloud platform and mobile applications to resolve the data-storage shortage of portable devices. Contribution of our work includes the use of effective and efficient machine learning algorithms (i.e. Bayesian Network, C5.0, Neural Network and Neural-C5.0) which have been compared and applied to diagnosis a heart disease. Our study conducted four experiments and constructed a model on the cloud. And this article summaries the implementation details and presents the results of our study.
引用
收藏
页码:477 / 488
页数:12
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