Classification methods Confidence score Constrained optimization Decision trees Discriminant Analysis Discriminant analysis False discovery rate Feature extraction Features selection Humans Isocitrate dehydrogenase Least squares approximations Least-Squares Analysis Metabolites Metabolomics Partial least squares discriminant analyses (PLSDA) Primal-dual Random forests Support Vector Machine Support vector machines Support vectors machine discriminant analysis human least square analysis metabolomics support vector machine