Decision theory is a framework for making logical choices in the face of uncertainty, integrating principles from statistics, economics, and psychology to evaluate and optimize decisions. It encompasses both normative theories, which prescribe how decisions should be made, and descriptive theories, which describe how decisions are actually made by individuals and organizations.