8 Reasoning with Uncertainty

8.5 Sequential Probability Models

Special types of belief networks with repeated structure are used for reasoning about time and other sequences, such as sequences of words in a sentence. Such probabilistic models may have an unbounded number of random variables. Reasoning with time is essential for agents in the world. Reasoning about sentences with unbounded size is important for understanding language.