A machine produces a defective component with a probability of 0.015. The number of defective components in a packed box containing 200 components produced by the machine follows a Poisson distribution. The mean and the variance of the distribution are
Correct Answer :
3 and 3, respectively
Solution :
The correct option is 3 and 3, respectively.
Step-by-step Explanation:
Based on the problem description and as verified from the formulas shown in the attached image, we can define the parameters of the distribution as follows:
1. The probability of producing a defective component, represented by
2. The number of components in a packed box, represented by
For a Poisson distribution that approximates a binomial distribution with a large number of trials and a small probability , the mean (represented by ) is calculated as:
Substituting the given values:
One of the key defining properties of the Poisson distribution is that its mean and variance are equal. Thus, we have:
Consequently, both the mean and the variance of the distribution are 3. This matches the calculation steps shown in the image:
and
.
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