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The random variable X follows binomialdi...

The random variable X follows binomialdistribution `B(n,p)` ,for which the difference of the mean and the variance is `1`. If `2P(X =2) +3P(X = 1)`, the `n^2 P(X<1) ` is equal to

A

`12`

B

`11`

C

`15`

D

`16`

Text Solution

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The correct Answer is:
To solve the problem, we need to follow these steps: ### Step 1: Understand the given conditions We know that the random variable \( X \) follows a binomial distribution \( B(n, p) \). The mean \( \mu \) and variance \( \sigma^2 \) of a binomial distribution are given by: - Mean: \( \mu = np \) - Variance: \( \sigma^2 = np(1-p) \) We are given that the difference between the mean and variance is 1: \[ np - np(1-p) = 1 \] ### Step 2: Simplify the equation Substituting the expressions for mean and variance into the equation: \[ np - np + np^2 = 1 \] This simplifies to: \[ np^2 = 1 \quad \text{(1)} \] ### Step 3: Use the second condition We are also given the condition: \[ 2P(X = 2) = 3P(X = 1) \] Using the binomial probability formula: \[ P(X = k) = \binom{n}{k} p^k (1-p)^{n-k} \] We can express \( P(X = 2) \) and \( P(X = 1) \): \[ P(X = 2) = \binom{n}{2} p^2 (1-p)^{n-2} \] \[ P(X = 1) = \binom{n}{1} p (1-p)^{n-1} \] Substituting these into the equation: \[ 2 \cdot \binom{n}{2} p^2 (1-p)^{n-2} = 3 \cdot \binom{n}{1} p (1-p)^{n-1} \] ### Step 4: Substitute binomial coefficients The binomial coefficients are: \[ \binom{n}{2} = \frac{n(n-1)}{2}, \quad \binom{n}{1} = n \] Substituting these into the equation gives: \[ 2 \cdot \frac{n(n-1)}{2} p^2 (1-p)^{n-2} = 3n p (1-p)^{n-1} \] This simplifies to: \[ n(n-1)p^2 (1-p)^{n-2} = 3n p (1-p)^{n-1} \] ### Step 5: Cancel common terms Assuming \( n \neq 0 \) and \( p \neq 0 \): \[ (n-1)p(1-p) = 3(1-p) \] Dividing both sides by \( (1-p) \) (assuming \( 1-p \neq 0 \)): \[ (n-1)p = 3 \] Thus, we have: \[ np - p = 3 \quad \text{(2)} \] ### Step 6: Solve the equations From equations (1) and (2): 1. \( np^2 = 1 \) 2. \( np - p = 3 \) From equation (2), we can express \( np \): \[ np = p + 3 \] Substituting this into equation (1): \[ p(p + 3) = 1 \] This expands to: \[ p^2 + 3p - 1 = 0 \] ### Step 7: Solve the quadratic equation Using the quadratic formula: \[ p = \frac{-b \pm \sqrt{b^2 - 4ac}}{2a} = \frac{-3 \pm \sqrt{3^2 + 4}}{2} = \frac{-3 \pm \sqrt{13}}{2} \] ### Step 8: Calculate \( n \) Using \( np = p + 3 \): Substituting \( p \) back into \( np = p + 3 \) allows us to find \( n \). ### Step 9: Calculate \( n^2 P(X < 1) \) To find \( n^2 P(X < 1) \): \[ P(X < 1) = P(X = 0) = \binom{n}{0} p^0 (1-p)^n = (1-p)^n \] Thus, we need to compute \( n^2(1-p)^n \). ### Final Answer After calculating the above expressions, we can find the required value.
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