Question

Which of the following binomial distributions can be well approximated by a normal distribution? A Poisson distribution? Both? Neither? (d)n=1000,p=.001

Normal distributions
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asked 2020-12-03
Which of the following binomial distributions can be well approximated by a normal distribution? A Poisson distribution? Both? Neither?
(d)\(n=1000\),\(p=.001\)

Answers (1)

2020-12-04
The Rule of five:
The normal with means np and np q can be used to approximate the binomial distribution with parameters n and p if \(npq > 5\).
Here, \(n = 1,000\),\(p = 0.001\).
\(npq = 1,000 \times 0.001 \times 0.999 = 0.999 <5\)</span>
Normal approximation cannot be used for the binomial distribution with \(n = 1,000\),\(p = 0.001\).
The direct approximation of the binomial by Poisson says that the binomial distribution with parameters n and p has the same distribution as the Poisson with the parameter np when npis large.
The value of np is obtained as shown below:
np = 1,000 \times 0.001=1
Since the value of n is large and p is small and the value of np is small, the binomial distribution can be approximated to Poisson.
That is, the binomial distribution with \(n = 1,000\), \(p = 0.001\) cannot be approximated to a normal distribution and it can be approximated to a Poisson distribution.
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