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For a negative binomial distribution, the mean and variance are related bya.μ<σ2𝜇<𝜎2b.μ=σ2𝜇=𝜎2c.μ>σ2𝜇>𝜎2d.None of all

Question

For a negative binomial distribution, the mean and variance are related by:

  1. a. μ<σ2 \mu < \sigma^2
  2. b. μ=σ2 \mu = \sigma^2
  3. c. μ>σ2 \mu > \sigma^2
  4. d. None of all
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Solution

To solve this problem, we need to understand the properties of the negative binomial distribution.

1. Break Down the Problem

The mean (μ) and variance (σ²) of the negative binomial distribution must be compared to determine their relationship.

2. Relevant Concepts

For a negative binomial distribution with parameters rr (number of successes) and pp (probability of success):

  • Mean (μ) is given by: μ=r(1p)p \mu = \frac{r(1-p)}{p}
  • Variance (σ²) is given by: σ2=r(1p)p2 \sigma^2 = \frac{r(1-p)}{p^2}

3. Analysis and Detail

From the formulas:

  • The variance can be rewritten in terms of the mean: σ2=1pμ \sigma^2 = \frac{1}{p} \mu This implies that the variance (σ²) will always be greater than the mean (μ) since pp is a probability (0 < p ≤ 1), causing 1p>1 \frac{1}{p} > 1.

4. Verify and Summarize

Thus, it can be confirmed that: μ<σ2 \mu < \sigma^2

Final Answer

Therefore, the correct option is a. μ<σ2\mu < \sigma^2.

This problem has been solved

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