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A Joint Multitask Learning Model for Cross-sectional and Longitudinal Predictions of Visual Field Using OCT

PURPOSE: We constructed a multitask learning model (latent space linear regression and deep learning [LSLR-DL]) in which the 2 tasks of cross-sectional predictions (using OCT) of visual field (VF; central 10°) and longitudinal progression predictions of VF (30°) were performed jointly via sharing th...

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Detalles Bibliográficos
Autores principales: Asaoka, Ryo, Xu, Linchuan, Murata, Hiroshi, Kiwaki, Taichi, Matsuura, Masato, Fujino, Yuri, Tanito, Masaki, Mori, Kazuhiko, Ikeda, Yoko, Kanamoto, Takashi, Inoue, Kenji, Yamagami, Jukichi, Yamanishi, Kenji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9560642/
https://www.ncbi.nlm.nih.gov/pubmed/36246943
http://dx.doi.org/10.1016/j.xops.2021.100055