Decision theory

A mathematical and statistical framework for rational decision-making under uncertainty. It formalizes choices among actions using loss functions, risk functions, Bayes risk, and minimax criteria. Decision theory unifies estimation and hypothesis testing as special cases and provides the foundation for Bayesian and frequentist optimal inference.