Joint triplet loss with semi-hard constraint for data augmentation and disease prediction using gene expression data

Abstract The accurate prediction of patients with complex diseases, such as Alzheimer’s disease (AD), as well as disease stages, including early- and late-stage cancer, is challenging owing to substantial variability among patients and limited availability of clinical data. Deep metric learning has...

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Bibliographic Details
Main Authors: Yeonwoo Chung, Hyunju Lee
Format: Article
Language:English
Published: Nature Portfolio 2023-10-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-45467-8