This exercise looks at how well the Poisson distribution approximates the binomi

abondantQ

abondantQ

Answered question

2021-09-16

This exercise looks at how well the Poisson distribution approximates the binomial distribution. Assume that n=363n=363 and p=0.003p=0.003 for a binomial distribution.
Find the exact (actual) probability (using the binomial probability formula) of one success in 363 trials. (Report answer accurate to 6 decimal places.) P(x=1)=
Find the approximate probability of one success in (an interval spanning) 363 trials. (Report answer accurate to 6 decimal places.) P(x=1)=
Find the relative difference between the two values. (Use all of the decimal places shown in your calculator from the previous two answers)
Recall, the formula approximation–actual actual ×100% approximation-actual actual ×100% (Report answer as a percent accurate to 4 decimal places; you need not type the “%” symbol.)
rel diff = %

Answer & Explanation

curwyrm

curwyrm

Skilled2021-09-17Added 87 answers

Step 1
Given that n=363 and p=0.003
The probability mass function of Binomial distribution with n=363 and p=0.003 is,
P(X=x)=nCx(p)x(1p)nx
P(X=x)=363Cx(0.003)x(10.003)363x .....(I)
a) Compute the exact (actual) probability (using the binomial probability formula) of one success in 363 trials.
That is, P(x=1) .
P(X=x)=nCx(p)x(1p)nx
P(X=x)=363Cx(0.003)x(10.003)363x
P(X=1)=363C1(0.003)1(0.997)3631
(since nCr=n!r!(nr)!)
P(X=1)=363!(3631)!1!(0.003)(0.997)362
P(X=1)=363×362!362!1!(0.003)(0.33701351)
P(X=1)=363×0.001011041
P(X=1)=0.36700771
P(X=1)=0.367008 (rounded to six decimals)
Step 2
(b) Approximate the Binomial distribution using Poisson distribution.
Here, λ=np=3630.003=1.089
The probability mass function of Poisson distribution is,
P(X=x)=eλλxx!
P(X=x)=e1.089(1.089)xx!
Step 3
Compute the approximation probability of one success in (an interval spanning) 363 trials. That is, P(x=1).
P(X=x)=eλλxx!
P(X=x)=e1.089(1.089)xx!

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