In: Statistics and Probability
Suppose that the number of weekly traffic accidents occurring in a small town is Poisson random variable with parameter lamda = 7.
(a) what is the probability that at leat 4 accidents occur (until) this week?
(b) what is the probability that at most 5 accidents occur (until) this week given that at least 1 accident will occur today.
Solution :
Let X represents the number of weekly traffic accidents occuring in a small town.
Given that, X ~ Poisson (7)
According to poisson distribution, probability of occurrence of exactly x events is,
a) We have to obtain P(at least 4).
We have, lambda = 7
P(at least 4) = P(X ≥ 4)
P(X ≥ 4) = 1 - P(X < 4)
P(X ≥ 4) = 1 - [P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3)]
Using poisson probability law we get,
The probability that at leat 4 accidents occur (until) this week is 0.9182.
b) We have to obtain P(X = at most 5 | X ≥ 1).
P(X = at most 5 | X ≥ 1) = P(X ≤ 5 | X ≥ 1)
Now,
P(X ≥ 1) = 1 - P(X < 1)
P(X ≥ 1) = 1 - P(X = 0)
The probability that at most 5 accidents occur (until) this week given that at least 1 accident will occur today is 0.3001.