The random variable X has the following probability distribution
|
X |
0 |
1 |
2 |
3 |
|
P(X) |
a |
a |
b |
b |
such that $E(x^2) = 2E(X)$, then the value of $b$ is:
Answer & explanation
Correct answer: option 1
The correct answer is Option (1) → $\frac{1}{8}$
Given probability distribution:
$X: 0, 1, 2, 3$
$P(X): a, a, b, b$
Sum of probabilities: $2a + 2b = 1 \Rightarrow a + b = \frac{1}{2}$
Given: $E(X^2) = 2E(X)$
Compute $E(X)$:
$E(X) = 0\cdot a + 1\cdot a + 2\cdot b + 3\cdot b = a + 5b$
Compute $E(X^2)$:
$E(X^2) = 0^2\cdot a + 1^2\cdot a + 2^2\cdot b + 3^2\cdot b = a + (4+9)b = a + 13b$
Set $E(X^2) = 2E(X)$:
$a + 13b = 2(a + 5b) \Rightarrow a + 13b = 2a + 10b \Rightarrow 3b - a = 0 \Rightarrow a = 3b$
Also, $a + b = \frac{1}{2} \Rightarrow 3b + b = 4b = \frac{1}{2} \Rightarrow b = \frac{1}{8}$
$\text{Answer: } b = \frac{1}{8}$