Poisson Distribution
A Poisson Distribution gives the probability of an event happening based on an average occurrence of that event over a period of time or a large volume.
The formula for a poisson distribution is \[ P(X;\lambda) = \frac { e^{-\lambda} \lambda^{X}}{X!} \]
- lambda is the mean occurrence of that event.
- e is a constant = 2.7183.
There are 200 typos in a book that’s 500 pages, what is the probability of finding 3 errors on 1 page?
\[ \lambda = 200/500 = 0.4\]
dpois(3, 0.4)
## [1] 0.00715008
Example:
Say there are 10 typos in a book that’s 200 pages, what is the probability of finding 2 errors on 1 page.
Lambda is the average or 10/200 = .05
dpois(2,.05)
## [1] 0.001189037