Chapter 13: Uncertainty. The main contents of this chapter include all of the following: Probability is a rigorous formalism for uncertain knowledge; joint probability distribution specifies probability of every atomic event; queries can be answered by summing over atomic events; for nontrivial domains; we must find a way to reduce the joint size; independence and conditional independence provide the tools. |