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In a binomial distribution, mean is 3 an...

In a binomial distribution, mean is 3 and standard deviation is `3/2`, then the probability function is

A

`(3/4+1/4)^(12)`

B

`(1/4+3/4)^(12)`

C

`(1/4+3/4)^(9)`

D

`(3/4+1/4)^(9)`

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AI Generated Solution

The correct Answer is:
To find the probability function of a binomial distribution given the mean and standard deviation, we can follow these steps: ### Step 1: Understand the Mean and Standard Deviation in Binomial Distribution In a binomial distribution, the mean (μ) is given by: \[ \mu = np \] And the standard deviation (σ) is given by: \[ \sigma = \sqrt{npq} \] where \( q = 1 - p \). ### Step 2: Set Up the Equations From the problem, we know: - Mean \( \mu = 3 \) - Standard deviation \( \sigma = \frac{3}{2} \) Using the formulas: 1. \( np = 3 \) (1) 2. \( \sqrt{npq} = \frac{3}{2} \) (2) ### Step 3: Square the Standard Deviation Equation Squaring equation (2): \[ npq = \left(\frac{3}{2}\right)^2 = \frac{9}{4} \] ### Step 4: Substitute for \( np \) From equation (1), we know \( np = 3 \). Substitute this into the squared standard deviation equation: \[ 3q = \frac{9}{4} \] ### Step 5: Solve for \( q \) Now, solve for \( q \): \[ q = \frac{9}{4 \cdot 3} = \frac{9}{12} = \frac{3}{4} \] ### Step 6: Find \( p \) Since \( p + q = 1 \): \[ p + \frac{3}{4} = 1 \implies p = 1 - \frac{3}{4} = \frac{1}{4} \] ### Step 7: Find \( n \) Now, substitute \( p \) back into equation (1) to find \( n \): \[ np = 3 \implies n \cdot \frac{1}{4} = 3 \implies n = 3 \cdot 4 = 12 \] ### Step 8: Write the Probability Function The probability function for a binomial distribution is given by: \[ P(X = k) = \binom{n}{k} p^k q^{n-k} \] Substituting \( n = 12 \), \( p = \frac{1}{4} \), and \( q = \frac{3}{4} \): \[ P(X = k) = \binom{12}{k} \left(\frac{1}{4}\right)^k \left(\frac{3}{4}\right)^{12-k} \] ### Final Answer Thus, the probability function is: \[ P(X = k) = \binom{12}{k} \left(\frac{1}{4}\right)^k \left(\frac{3}{4}\right)^{12-k} \] ---
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