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Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models
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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5103820/ https://www.ncbi.nlm.nih.gov/pubmed/27843718 http://dx.doi.org/10.7717/peerj.2684 |
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author | Gan, Ruijing Chen, Ni Huang, Daizheng |
author_facet | Gan, Ruijing Chen, Ni Huang, Daizheng |
author_sort | Gan, Ruijing |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-5103820 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-51038202016-11-14 Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models Gan, Ruijing Chen, Ni Huang, Daizheng PeerJ Epidemiology 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. PeerJ Inc. 2016-11-08 /pmc/articles/PMC5103820/ /pubmed/27843718 http://dx.doi.org/10.7717/peerj.2684 Text en © 2016 Gan et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited. |
spellingShingle | Epidemiology Gan, Ruijing Chen, Ni Huang, Daizheng Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models |
title | Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models |
title_full | Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models |
title_fullStr | Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models |
title_full_unstemmed | Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models |
title_short | Comparisons of forecasting for hepatitis in Guangxi Province, China by using three neural networks models |
title_sort | comparisons of forecasting for hepatitis in guangxi province, china by using three neural networks models |
topic | Epidemiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5103820/ https://www.ncbi.nlm.nih.gov/pubmed/27843718 http://dx.doi.org/10.7717/peerj.2684 |
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