Please show your steps for the question below(include R codes if possible):
Let X1, X2, ..., X30 be i.i.d Poisson random variables with a mean of 5. Find the probability that the sample mean X is between 4 and 6.
this is Poisson distribution with parameter λ=5 |
here mean of distribution=μ=λ= | 5 | ||
varaince =σ2=λ= | 5 | ||
standard deviation σ=√λ= | 2.236 |
fro n=30 and normal approximation:
here mean= μ= | 5 |
std deviation =σ= | 2.236 |
sample size =n= | 30 |
std error=σx̅=σ/√n= | 0.40825 |
probability =P(4<X<6)=P((4-5)/0.408)<Z<(6-5)/0.408)=P(-2.45<Z<2.45)=0.9928-0.0072=0.9857 |
(R code:
> pnorm(6,5,sqrt(5/30))-pnorm(4,5,sqrt(5/30))
[1] 0.9856941
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