•Many situations concern where two relevant random variables, say and , are defined on the same sample space. •Knowing only () and () does not necessarily provide enough information to characterize the all-important simultaneous behavior of and . •The concepts, definitions, and mathematical techniques associated with distributions based on two (or more) random variables are introduced in this section.