Question #66443

A website has on the average two hits per hour. Assuming a Poisson distribution for
the number of hits per hour (X), calculate the probability that there are at most three
hits.
1

Expert's answer

2017-03-21T15:34:05-0400

Answer on Question #66443 – Math – Statistics and Probability

Question

A website has on the average two hits per hour. Assuming a Poisson distribution for the number of hits per hour (X)(X), calculate the probability that there are at most three hits.

Solution

Assuming a Poisson distribution for the number of hits per hour (X)(X), we have


P(X=k)=λkeλk!P(X = k) = \frac{\lambda^k e^{-\lambda}}{k!}


for k=0,1,2,k = 0,1,2,\ldots, where λ\lambda is the expected value of XX.

In our case λ=2\lambda = 2, thus


P(X=k)=2ke2k!.P(X = k) = \frac{2^k e^{-2}}{k!}.


So it remains to calculate probability that there are at most three hits:


P(X3)=P(X=0)+P(X=1)+P(X=2)+P(X=3)=k=032ke2k!=193e0.857\begin{array}{l} P(X \leq 3) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) \\ = \sum_{k=0}^{3} \frac{2^k e^{-2}}{k!} = \frac{19}{3e} \approx 0.857 \end{array}


Answer: P(X3)=193e0.857P(X \leq 3) = \frac{19}{3e} \approx 0.857.

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