The Optimal Machine Learning-Based Missing Data Imputation for the Cox Proportional Hazard Model.

Guo, Chao-Yu; Yang, Ying-Chen; Chen, Yi-Hau

Guo, Chao-Yu; Yang, Ying-Chen; Chen, Yi-Hau.

Afiliação

Guo CY; Institute of Public Health, School of Medicine, National Yang-Ming University, Taipei, Taiwan.
Yang YC; Institute of Public Health, School of Medicine, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.
Chen YH; Institute of Public Health, School of Medicine, National Yang-Ming University, Taipei, Taiwan.

Front Public Health ; 9: 680054, 2021.

Article em En | MEDLINE | ID: mdl-34291028

Assuntos

Algoritmos; Aprendizado de Máquina; Simulação por Computador; Modelos de Riscos Proporcionais; Análise de Sobrevida

Palavras-chave

cox proportional hazard model; k-nearest neighbors imputation; machine learning; random forest imputation; survival data simulation

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Aprendizado de Máquina Idioma: En Revista: Front Public Health Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Taiwan

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