Interpretable machine learning algorithms reveal gut microbiome features associated with atopic dermatitis - Ma, Jingtai; Fang, Yiting; Li, Shiqi; Zeng, Lilian; Chen, Siyi; Li, Zhifeng; Ji, Guiyuan; Yang, Xingfen; Wu, Wei (Frontiers in immunology, 2025)
Keywords: Algorithms; Dermatitis, Atopic - diagnosis; Dermatitis, Atopic - microbiology; extreme gradient boosting; Gastrointestinal Microbiome; Humans; Immunology; light gradient boosting machine; Machine Learning; partial dependence plot; random forest; RNA, Ribosomal, 16S - genetics; SHAP value; Support Vector Machine; SHAP value; partial dependence plot; extreme gradient boosting; random forest; machine learning; interpretable machine learning; light gradient boosting machine