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If X is a random variable such that sigm...

If X is a random variable such that `sigma(X)=2.6`, then `sigma(1-4X)` is equal to

A

`7.8`

B

`-10.4`

C

13

D

`10.4`

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AI Generated Solution

The correct Answer is:
To find the value of \(\sigma(1 - 4X)\) given that \(\sigma(X) = 2.6\), we will follow these steps: ### Step 1: Understand the transformation We need to find the standard deviation of the transformed random variable \(1 - 4X\). The transformation can be expressed as: \[ Y = 1 - 4X \] where \(Y\) is the new random variable. ### Step 2: Recall the properties of variance The variance of a transformed variable \(AX + B\) is given by: \[ \text{Var}(AX + B) = A^2 \cdot \text{Var}(X) \] where \(A\) is a constant multiplier, and \(B\) is a constant added to the variable. ### Step 3: Identify \(A\) and \(B\) In our case: - \(A = -4\) (the coefficient of \(X\)) - \(B = 1\) (the constant added) ### Step 4: Calculate the variance of \(X\) Given that \(\sigma(X) = 2.6\), we can find the variance of \(X\): \[ \text{Var}(X) = \sigma^2(X) = (2.6)^2 = 6.76 \] ### Step 5: Apply the variance transformation formula Now we apply the variance transformation formula: \[ \text{Var}(Y) = (-4)^2 \cdot \text{Var}(X) = 16 \cdot 6.76 \] ### Step 6: Calculate the variance of \(Y\) Now we compute: \[ \text{Var}(Y) = 16 \cdot 6.76 = 108.16 \] ### Step 7: Find the standard deviation of \(Y\) The standard deviation of \(Y\) is the square root of the variance: \[ \sigma(Y) = \sqrt{\text{Var}(Y)} = \sqrt{108.16} \] ### Step 8: Calculate the final result Calculating the square root: \[ \sigma(Y) = 10.4 \] Thus, the value of \(\sigma(1 - 4X)\) is \(10.4\). ### Final Answer: \[ \sigma(1 - 4X) = 10.4 \]
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