Waiting Time for Poisson Process obeys Exponential Distribution

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Theorem

Let $P$ be a Poisson process in which events occur at a rate of $k$ per unit time.

Then the waiting times of $P$ are exponentially distributed with expectation $\dfrac 1 k$.


Proof



Examples

Arbitrary Example

Let $P$ be a Poisson process in which events occur at a rate of $4$ per hour.

Then the mean waiting time of $P$ is $15$ minutes.


Sources