“I shall see her again. I know that in my heart. One last time.
Until then, I shall continue to send people to her.“
A joint distribution over N variables x_ can permit complicated relationships between the variables. One general principle is that performing inference becomes easier in the absence of relationships between variables. This motivates us to specify relationships between variables as a graphs and then use the graph structure to design efficient inference algorithms.