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The mean and the standard deviation are the same for which distribution?Question 4Answera.Uniform distributionb.exponential distribution

Question

The mean and the standard deviation are the same for which distribution?

Question 4
Answer

  • a. Uniform distribution
  • b. Exponential distribution
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Solution

To determine for which distribution the mean and standard deviation are the same, we need to analyze the properties of the given distributions.

  1. Uniform Distribution: For a uniform distribution defined over an interval [a,b][a, b]:

    • Mean μ=a+b2 \mu = \frac{a + b}{2}
    • Standard Deviation σ=ba12 \sigma = \frac{b - a}{\sqrt{12}}

    Setting the mean equal to the standard deviation gives us: a+b2=ba12 \frac{a + b}{2} = \frac{b - a}{\sqrt{12}}

  2. Exponential Distribution: For an exponential distribution with rate parameter λ\lambda:

    • Mean μ=1λ \mu = \frac{1}{\lambda}
    • Standard Deviation σ=1λ \sigma = \frac{1}{\lambda}

    Here, it is clear that mean equals standard deviation since both equal 1λ \frac{1}{\lambda} .

Final Answer

The exponential distribution (option b) is the one where the mean and standard deviation are the same.

This problem has been solved

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