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Xiao-Ke Zhang

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Review Open access Aug 2026

Machine Learning–Integrated Metabolomics for Precision Pharmacotherapy: Advances, Challenges, and Clinical Translation

This review provides an overview of commonly applied ML methodologies in metabolomics-based pharmacological studies, including supervised models (Random Forest, Extreme Gradient Boosting, Support Vector Machine, Logistic Regression), unsupervised models (K-Means Clustering, Principal Component Analysis), and deep learn...

Pan Li, Jing Mao, Xiang-Lin Hu et al. · 0 citations

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