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:
- a.
- b.
- c.
- d. None of all
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 (number of successes) and (probability of success):
- Mean (μ) is given by:
- Variance (σ²) is given by:
3. Analysis and Detail
From the formulas:
- The variance can be rewritten in terms of the mean: This implies that the variance (σ²) will always be greater than the mean (μ) since is a probability (0 < p ≤ 1), causing .
4. Verify and Summarize
Thus, it can be confirmed that:
Final Answer
Therefore, the correct option is a. .
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