Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models

被引:7
作者
Gan, Ruijing [1 ]
Chen, Ni [1 ]
Huang, Daizheng [1 ]
机构
[1] Guangxi Med Univ, Sch Preclin Med, Nanning, Guangxi, Peoples R China
关键词
Forecasting; Hepatitis; Neural networks method; Evaluation; MATHEMATICAL-MODEL; CLASSIFICATION; PREDICTION; REGRESSION; INFECTION; DYNAMICS;
D O I
10.7717/peerj.2684
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study compares and evaluates the prediction of hepatitis in Guangxi Province, China by using back propagation neural networks based genetic algorithm (BPNN-GA), generalized regression neural networks (GRNN), and wavelet neural networks (WNN). In order to compare the results of forecasting, the data obtained from 2004 to 2013 and 2014 were used as modeling and forecasting samples, respectively. The results show that when the small data set of hepatitis has seasonal fluctuation, the prediction result by BPNN-GA will be better than the two other methods. The WNN method is suitable for predicting the large data set of hepatitis that has seasonal fluctuation and the same for the GRNN method when the data increases steadily.
引用
收藏
页数:16
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