Non-negative principal component analysis for NMR-based metabolomic data analysis

► A non-negative PCA (NPCA) algorithm was introduced for metabolomic data analysis. ► A supervised NPCA (sNPCA) method was developed for class discrimination analysis. ► A new criterion was proposed for determination of optimal number of components.