If X is a random variable and , are real numbers, then which of the following statements are true?
(A)
(B)
(C)
(D)
Choose the correct answer from the options given below:
If X is a random variable and , are real numbers, then which of the following statements are true?
(A)
(B)
(C)
(D)
Choose the correct answer from the options given below:
Solution
For a random variable and real numbers , , the fundamental properties are:
The expected value is linear, so both multiplication and addition affect it. The variance is affected only by multiplication (squared), since adding a constant shifts all values equally without changing the spread.
Evaluating statement (A):
This matches the variance property exactly.
Statement (A) is true.
Evaluating statement (B):
This matches the expected value property exactly.
Statement (B) is true.
Evaluating statement (C):
Since is a constant, .
This would give , which has the wrong sign.
The correct formula has , not .
Statement (C) is false.
Evaluating statement (D):
The coefficient should be , not .
Additionally, adding constant does not affect variance at all.
Statement (D) is false.
Only statements (A) and (B) are true.
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