Propensity score analysis with missing data using a multi-task neural network.

Yang, Shu; Du, Peipei; Feng, Xixi; He, Daihai; Chen, Yaolong; Zhong, Linda L D; Yan, Xiaodong; Luo, Jiawei

Yang, Shu; Du, Peipei; Feng, Xixi; He, Daihai; Chen, Yaolong; Zhong, Linda L D; Yan, Xiaodong; Luo, Jiawei.

Afiliação

Yang S; School of Intelligent Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Du P; West China Biomedical Big Data Center, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China.
Feng X; Department of Applied Mathematics, Hong Kong Polytechnic University, Hong Kong, China.
He D; School of Public Health, Chengdu Medical College, Chengdu, China.
Chen Y; Department of Applied Mathematics, Hong Kong Polytechnic University, Hong Kong, China.
Zhong LLD; Institute of Health Data Science, Lanzhou University, Lanzhou, China.
Yan X; Biomedical Sciences and Chinese Medicine, School of Biological Sciences, Nanyang Technological University, Singapore, Singapore.
Luo J; School of Chinese Medicine, Hong Kong Baptist University, Hong Kong, China.

BMC Med Res Methodol ; 23(1): 41, 2023 02 15.

Article em En | MEDLINE | ID: mdl-36793016

Assuntos

Redes Neurais de Computação; Humanos; Pontuação de Propensão

Palavras-chave

Causal effect estimation; Inverse probability weighting; Multitasking learning; Neural network; Observational study; Propensity score analysis

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Redes Neurais de Computação Tipo de estudo: Observational_studies / Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2023 Tipo de documento: Article

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