Application of a long short-term memory neural network: a burgeoning method of deep learning in forecasting HIV incidence in Guangxi, China.

Wang, G; Wei, W; Jiang, J; Ning, C; Chen, H; Huang, J; Liang, B; Zang, N; Liao, Y; Chen, R; Lai, J; Zhou, O; Han, J; Liang, H; Ye, L

Wang, G; Wei, W; Jiang, J; Ning, C; Chen, H; Huang, J; Liang, B; Zang, N; Liao, Y; Chen, R; Lai, J; Zhou, O; Han, J; Liang, H; Ye, L.

Afiliação

Wang G; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Wei W; Guangxi Key Laboratory of AIDS Prevention and Treatment & Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, School of Public Health, Guangxi Medical University,Nanning 530021, Guangxi,China.
Jiang J; Guangxi Key Laboratory of AIDS Prevention and Treatment & Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, School of Public Health, Guangxi Medical University,Nanning 530021, Guangxi,China.
Ning C; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Chen H; Geriatrics Digestion Department of Internal Medicine,The First Affiliated Hospital of Guangxi Medical University,Nanning 530021, Guangxi,China.
Huang J; Guangxi Key Laboratory of AIDS Prevention and Treatment & Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, School of Public Health, Guangxi Medical University,Nanning 530021, Guangxi,China.
Liang B; Guangxi Key Laboratory of AIDS Prevention and Treatment & Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, School of Public Health, Guangxi Medical University,Nanning 530021, Guangxi,China.
Zang N; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Liao Y; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Chen R; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Lai J; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Zhou O; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Han J; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Liang H; Guangxi Collaborative Innovation Center for Biomedicine,Life Science Institute,Guangxi Medical University,Nanning 530021, Guangxi,China.
Ye L; Guangxi Key Laboratory of AIDS Prevention and Treatment & Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, School of Public Health, Guangxi Medical University,Nanning 530021, Guangxi,China.

Epidemiol Infect ; 147: e194, 2019 01.

Article em En | MEDLINE | ID: mdl-31364559

Assuntos

Aprendizado Profundo; Métodos Epidemiológicos; Previsões/métodos; Infecções por HIV/epidemiologia; China/epidemiologia; Humanos; Incidência

Palavras-chave

ARIMA model; HIV; LSTM model; incidence; prediction

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Infecções por HIV / Métodos Epidemiológicos / Previsões / Aprendizado Profundo Tipo de estudo: Incidence_studies / Prognostic_studies / Risk_factors_studies Limite: Humans País/Região como assunto: Asia Idioma: En Revista: Epidemiol Infect Assunto da revista: DOENCAS TRANSMISSIVEIS / EPIDEMIOLOGIA Ano de publicação: 2019 Tipo de documento: Article País de afiliação: China

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