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The mean and variance of a binomial dist...

The mean and variance of a binomial distribution are 8 and 4 respectively. What is P(X=1) equal to?

A

`(1)/(2^(12))`

B

`(1)/(2^(8))`

C

`(1)/(2^(6))`

D

`(1)/(2^(4))`

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AI Generated Solution

The correct Answer is:
To solve the problem, we need to find \( P(X = 1) \) for a binomial distribution where the mean is 8 and the variance is 4. ### Step-by-Step Solution: 1. **Identify the parameters of the binomial distribution**: The mean \( \mu \) of a binomial distribution is given by: \[ \mu = n \cdot p \] The variance \( \sigma^2 \) is given by: \[ \sigma^2 = n \cdot p \cdot q \] where \( q = 1 - p \). 2. **Set up the equations**: From the problem, we know: \[ n \cdot p = 8 \quad \text{(1)} \] \[ n \cdot p \cdot q = 4 \quad \text{(2)} \] 3. **Express \( q \) in terms of \( p \)**: Since \( q = 1 - p \), we can substitute \( q \) in equation (2): \[ n \cdot p \cdot (1 - p) = 4 \] 4. **Substitute \( n \cdot p \) from equation (1)**: From equation (1), we have \( n \cdot p = 8 \). Substituting this into the modified equation (2): \[ 8 \cdot (1 - p) = 4 \] 5. **Solve for \( p \)**: \[ 8 - 8p = 4 \] \[ 8p = 4 \] \[ p = \frac{1}{2} \] 6. **Find \( q \)**: Since \( q = 1 - p \): \[ q = 1 - \frac{1}{2} = \frac{1}{2} \] 7. **Substitute \( p \) back to find \( n \)**: Using equation (1): \[ n \cdot \frac{1}{2} = 8 \] \[ n = 16 \] 8. **Calculate \( P(X = 1) \)**: The probability mass function for a binomial distribution is given by: \[ P(X = r) = \binom{n}{r} p^r q^{n - r} \] For \( r = 1 \): \[ P(X = 1) = \binom{16}{1} \left(\frac{1}{2}\right)^1 \left(\frac{1}{2}\right)^{16 - 1} \] \[ = 16 \cdot \frac{1}{2} \cdot \left(\frac{1}{2}\right)^{15} \] \[ = 16 \cdot \frac{1}{2^{16}} \] \[ = \frac{16}{2^{16}} = \frac{1}{2^{12}} \] 9. **Final answer**: Thus, \( P(X = 1) = \frac{1}{2^{12}} \). ### Conclusion: The answer is \( P(X = 1) = \frac{1}{2^{12}} \).
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