Enhancing body fat prediction with WGAN-GP data augmentation and XGBoost algorithm - Wang, Xiangyu; Chang, Shuai (Science progress (1916), 2025)
Keywords: Accuracy; Adipose Tissue; Adult; Algorithms; Anthropometry; Biomedical data; Body fat; Boosting Machine Learning Algorithms; Data augmentation; Generative adversarial networks; Humans; Learning algorithms; Machine Learning; Male; Multilayer perceptrons; Multilayers; Neural Networks, Computer; Random noise; Regression analysis; Support vector machines; Synthetic data; Test sets; Body fat percentage; generative adversarial network; data augmentation; XGBoost; anthropometry