Utility is a measure of preference that combines with probability.

A decision network can represent a finite stage partially observable sequential decision problem in terms of features.

An MDP can represent an infinite stage or indefinite stage sequential decision problem in terms of states.

A fully observable MDP can be solved with value iteration or policy iteration.

A dynamic decision network allows for the representation of an MDP in terms of features.