Estimating Individualized Treatment Rules Using Outcome Weighted Learning - Zhao, Yingqi; Zeng, Donglin; Rush, A. John; Kosorok, Michael R (Journal of the American Statistical Association, 2012)
Keywords: Approximation; Bayes classifier; Bayesian analysis; Clinical outcomes; Clinical trials; Consistent estimators; Cross-validation; data analysis; Depression; Dynamic treatment regime; Equivalence; Estimation; Estimation methods; Health outcomes; Individualized instruction; Individualized treatment rule; Learning; Mathematical functions; Modeling; Outcomes of education; Patients; Risk bound; RKHS; Sample size; Simulation; Statistical methods; Statistics; support vector machines; Theory and Methods; Weighted support vector machine; RKHS; Weighted Support Vector Machine; Risk Bound; Individualized Treatment Rule; Dynamic Treatment Regime; Bayes Classifier; Cross Validation