The probability of conditions \(A\) and \(B\) occuring at the same time
\[P(A,B) \equiv P(A \text{ and } B)\]The probability of \(A\) or \(B\) occuring is given by
\[P(A \cup B) = P(A)+P(B)-P(A,B)\]The conditional Probability, of an event \(A\) given a condition \(B\), denoted \(P(A|B)\) is defined as
\[P(A|B) = \frac{P(A,B)}{P(B)}\]In the continuous case we have
\[\begin{align} P(A) &= \int d\theta \ P(A,\theta) \\ &= \int d\theta \ P(A|\theta)P(\theta) \end{align}\]