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In a binomial distribution, the mean is ...

In a binomial distribution, the mean is `(2)/(3)` and the variance is `(5)/(9)`. What is the probability that X = 2?

A

`(5)/(36)`

B

`(25)/(36)`

C

`(25)/(216)`

D

`(25)/(54)`

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AI Generated Solution

The correct Answer is:
To solve the problem, we need to find the probability that \( X = 2 \) in a binomial distribution where the mean \( \mu \) is \( \frac{2}{3} \) and the variance \( \sigma^2 \) is \( \frac{5}{9} \). ### Step 1: Understand the Mean and Variance of a Binomial Distribution In a binomial distribution, the mean \( \mu \) is given by: \[ \mu = n \cdot p \] and the variance \( \sigma^2 \) is given by: \[ \sigma^2 = n \cdot p \cdot q \] where \( q = 1 - p \). ### Step 2: Set Up the Equations From the problem statement, we have: 1. \( n \cdot p = \frac{2}{3} \) (Equation 1) 2. \( n \cdot p \cdot q = \frac{5}{9} \) (Equation 2) ### Step 3: Substitute \( q \) in Terms of \( p \) Since \( q = 1 - p \), we can rewrite Equation 2 as: \[ n \cdot p \cdot (1 - p) = \frac{5}{9} \] ### Step 4: Divide Equation 1 by Equation 2 To eliminate \( n \), we divide Equation 1 by Equation 2: \[ \frac{n \cdot p}{n \cdot p \cdot (1 - p)} = \frac{\frac{2}{3}}{\frac{5}{9}} \] This simplifies to: \[ \frac{1}{1 - p} = \frac{2}{3} \cdot \frac{9}{5} = \frac{6}{5} \] ### Step 5: Solve for \( p \) Cross-multiplying gives: \[ 5 = 6(1 - p) \] Expanding this gives: \[ 5 = 6 - 6p \implies 6p = 6 - 5 \implies 6p = 1 \implies p = \frac{1}{6} \] ### Step 6: Substitute \( p \) Back to Find \( n \) Now substitute \( p \) back into Equation 1: \[ n \cdot \frac{1}{6} = \frac{2}{3} \implies n = \frac{2}{3} \cdot 6 = 4 \] ### Step 7: Calculate \( q \) Now we can find \( q \): \[ q = 1 - p = 1 - \frac{1}{6} = \frac{5}{6} \] ### Step 8: Find the Probability \( P(X = 2) \) Using the binomial probability formula: \[ P(X = k) = \binom{n}{k} p^k q^{n-k} \] For \( k = 2 \): \[ P(X = 2) = \binom{4}{2} \left(\frac{1}{6}\right)^2 \left(\frac{5}{6}\right)^{4-2} \] Calculating \( \binom{4}{2} = 6 \): \[ P(X = 2) = 6 \cdot \left(\frac{1}{6}\right)^2 \cdot \left(\frac{5}{6}\right)^2 \] \[ = 6 \cdot \frac{1}{36} \cdot \frac{25}{36} = 6 \cdot \frac{25}{1296} = \frac{150}{1296} = \frac{25}{216} \] ### Final Answer Thus, the probability that \( X = 2 \) is: \[ \boxed{\frac{25}{216}} \]
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