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Let a random variable X have a binomial ...

Let a random variable `X` have a binomial distribution with mean `8` and variance `4`. If `P(X lt= 2)=(k)/(2^(16))`, then `k` is equal to :

A

`17`

B

`121`

C

`1`

D

`137`

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The correct Answer is:
To solve the problem, we need to analyze the given information about the random variable \(X\) which follows a binomial distribution. The mean and variance are provided, and we need to find the value of \(k\) in the expression \(P(X \leq 2) = \frac{k}{2^{16}}\). ### Step-by-Step Solution: 1. **Identify Mean and Variance**: The mean \(\mu\) of a binomial distribution is given by: \[ \mu = N \cdot P \] where \(N\) is the number of trials and \(P\) is the probability of success. The variance \(\sigma^2\) is given by: \[ \sigma^2 = N \cdot P \cdot (1 - P) = N \cdot P \cdot Q \] where \(Q = 1 - P\). From the problem, we know: \[ \mu = 8 \quad \text{and} \quad \sigma^2 = 4 \] 2. **Set Up Equations**: From the mean: \[ N \cdot P = 8 \quad \text{(1)} \] From the variance: \[ N \cdot P \cdot Q = 4 \quad \text{(2)} \] 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 \(N\) from Equation (1)**: From equation (1), we can express \(N\) as: \[ N = \frac{8}{P} \] Substituting this into equation (2): \[ \frac{8}{P} \cdot P \cdot (1 - P) = 4 \] Simplifying gives: \[ 8(1 - P) = 4 \] \[ 1 - P = \frac{1}{2} \quad \Rightarrow \quad P = \frac{1}{2} \] 5. **Find N**: Substitute \(P\) back into equation (1): \[ N \cdot \frac{1}{2} = 8 \quad \Rightarrow \quad N = 16 \] 6. **Identify the Distribution**: Thus, \(X\) follows a binomial distribution \(X \sim \text{Binomial}(16, \frac{1}{2})\). 7. **Calculate \(P(X \leq 2)\)**: We need to calculate: \[ P(X \leq 2) = P(X = 0) + P(X = 1) + P(X = 2) \] Using the binomial probability formula: \[ P(X = k) = \binom{N}{k} P^k Q^{N-k} \] where \(P = \frac{1}{2}\) and \(Q = \frac{1}{2}\). - For \(X = 0\): \[ P(X = 0) = \binom{16}{0} \left(\frac{1}{2}\right)^0 \left(\frac{1}{2}\right)^{16} = 1 \cdot 1 \cdot \frac{1}{2^{16}} = \frac{1}{2^{16}} \] - For \(X = 1\): \[ P(X = 1) = \binom{16}{1} \left(\frac{1}{2}\right)^1 \left(\frac{1}{2}\right)^{15} = 16 \cdot \frac{1}{2} \cdot \frac{1}{2^{15}} = \frac{16}{2^{16}} \] - For \(X = 2\): \[ P(X = 2) = \binom{16}{2} \left(\frac{1}{2}\right)^2 \left(\frac{1}{2}\right)^{14} = 120 \cdot \frac{1}{4} \cdot \frac{1}{2^{14}} = \frac{120}{2^{16}} \] 8. **Combine the Probabilities**: Now, combine the probabilities: \[ P(X \leq 2) = \frac{1}{2^{16}} + \frac{16}{2^{16}} + \frac{120}{2^{16}} = \frac{1 + 16 + 120}{2^{16}} = \frac{137}{2^{16}} \] 9. **Find \(k\)**: From the problem statement: \[ P(X \leq 2) = \frac{k}{2^{16}} \quad \Rightarrow \quad k = 137 \] ### Final Answer: Thus, the value of \(k\) is \( \boxed{137} \).
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