The Poisson distribution models events occurring at a constant average rateso that in each fixed time period we expect
events to occur.
The probability thatevents will occur in a single fixed time period is
and the variance of the number of events in each time period is also equal to
The equality of the mean and variance for the Poisson distribution can be used as evidence that a Poisson distribution can be used to model a phenomena.
We can derive the mena of a Poisson distribution from (1)
sinceby definition of a probability distribution
Similarly
Now we must perform some trickery. Writeso that the last summation above becomes
Then