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If X is a binomial variate with n = 7 an...

If X is a binomial variate with n = 7 and `P(X=3)=P(X=4)` then `P(X=5)=`

A

`21.(3^(2))/(4^(7))`

B

`21.(3^(5))/(4^(7))`

C

`7.(2^(5))/(3^(6))`

D

`(21)/(2^(7))`

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we need to find \( P(X = 5) \) given that \( P(X = 3) = P(X = 4) \) for a binomial random variable \( X \) with \( n = 7 \). ### Step-by-Step Solution: 1. **Understand the Binomial Probability Formula**: The probability mass function for a binomial random variable is given by: \[ P(X = r) = \binom{n}{r} p^r (1-p)^{n-r} \] where \( n \) is the number of trials, \( r \) is the number of successes, \( p \) is the probability of success, and \( \binom{n}{r} \) is the binomial coefficient. 2. **Set Up the Equation**: Given \( P(X = 3) = P(X = 4) \), we can write: \[ \binom{7}{3} p^3 (1-p)^{4} = \binom{7}{4} p^4 (1-p)^{3} \] 3. **Calculate the Binomial Coefficients**: The binomial coefficients are: \[ \binom{7}{3} = \frac{7!}{3!(7-3)!} = \frac{7 \times 6 \times 5}{3 \times 2 \times 1} = 35 \] \[ \binom{7}{4} = \frac{7!}{4!(7-4)!} = \frac{7 \times 6 \times 5}{4 \times 3 \times 2 \times 1} = 35 \] Therefore, \( \binom{7}{3} = \binom{7}{4} \). 4. **Simplify the Equation**: Since both coefficients are equal, we can cancel them out: \[ p^3 (1-p)^{4} = p^4 (1-p)^{3} \] 5. **Rearranging the Equation**: Dividing both sides by \( p^3 \) (assuming \( p \neq 0 \)): \[ (1-p)^{4} = p (1-p)^{3} \] Dividing both sides by \( (1-p)^{3} \) (assuming \( 1-p \neq 0 \)): \[ 1-p = p \] 6. **Solve for \( p \)**: Rearranging gives: \[ 1 = 2p \implies p = \frac{1}{2} \] 7. **Calculate \( P(X = 5) \)**: Now that we have \( p = \frac{1}{2} \), we can find \( P(X = 5) \): \[ P(X = 5) = \binom{7}{5} p^5 (1-p)^{2} \] \[ = \binom{7}{5} \left(\frac{1}{2}\right)^5 \left(\frac{1}{2}\right)^{2} \] \[ = \binom{7}{5} \left(\frac{1}{2}\right)^7 \] 8. **Calculate the Binomial Coefficient**: \[ \binom{7}{5} = \binom{7}{2} = \frac{7 \times 6}{2 \times 1} = 21 \] 9. **Final Calculation**: \[ P(X = 5) = 21 \cdot \left(\frac{1}{2}\right)^7 = \frac{21}{128} \] ### Final Answer: \[ P(X = 5) = \frac{21}{128} \]
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