Theorem 8.3.8. The Exponential Distribution yields a continuous memoryless model.. If X has an exponential distribution and a and b are nonnegative integers, then \begin{equation*} P( X > a + b \; \; | \; \; X > b ) = P( X > a) \end{equation*}