DeAF: A multimodal deep learning framework for disease prediction.

Li, Kangshun; Chen, Can; Cao, Wuteng; Wang, Hui; Han, Shuai; Wang, Renjie; Ye, Zaisheng; Wu, Zhijie; Wang, Wenxiang; Cai, Leng; Ding, Deyu; Yuan, Zixu

Li, Kangshun; Chen, Can; Cao, Wuteng; Wang, Hui; Han, Shuai; Wang, Renjie; Ye, Zaisheng; Wu, Zhijie; Wang, Wenxiang; Cai, Leng; Ding, Deyu; Yuan, Zixu.

Afiliação

Li K; College of Mathematics and Informatics, South China Agricultural University, Guangzhou, 510000, China. Electronic address: likangshun@sina.com.
Chen C; College of Mathematics and Informatics, South China Agricultural University, Guangzhou, 510000, China.
Cao W; Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-Sen University, Guangzhou, 510000, China.
Wang H; Department of Colorectal Surgery, Department of General Surgery, Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510000, China.
Han S; General Surgery Center, Department of Gastrointestinal Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, 510000, China.
Wang R; Department of Colorectal Surgery, Fudan University Shanghai Cancer Center, Shanghai, 200000, China.
Ye Z; Department of Gastrointestinal Surgical Oncology, Fujian Cancer Hospital and Fujian Medical University Cancer Hospital, Fuzhou, 350000, China.
Wu Z; Department of Colorectal Surgery, Department of General Surgery, Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510000, China.
Wang W; College of Mathematics and Informatics, South China Agricultural University, Guangzhou, 510000, China.
Cai L; College of Mathematics and Informatics, South China Agricultural University, Guangzhou, 510000, China.
Ding D; Department of Economics, University of Konstanz, Konstanz, 350000, Germany.
Yuan Z; Department of Colorectal Surgery, Department of General Surgery, Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510000, China. Electronic address: yuanzx@mail2.sysu.edu.cn.

Comput Biol Med ; 156: 106715, 2023 04.

Article em En | MEDLINE | ID: mdl-36867898

Assuntos

Doença de Alzheimer; Aprendizado Profundo; Humanos

Palavras-chave

Computer tomography; Disease prediction; Medical image; Multimodal deep learning; Unsupervised representation learning

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Doença de Alzheimer / Aprendizado Profundo Tipo de estudo: Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Comput Biol Med Ano de publicação: 2023 Tipo de documento: Article

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