Conditional probability distribution

Conditional probability distribution refers to the probability distribution of a subset of random variables given the values of other random variables. It allows us to understand how the probability of certain outcomes changes when we have additional information about other related variables. In mathematical terms, given two random variables \(X\) and \(Y\), the conditional probability distribution of \(Y\) given \(X\) is denoted as \(P(Y | X)\).