Question
Mathematics Question on Variance
A random variable X has the following probability distribution:X | -2 | -1 | 0 | 1 | 2 |
---|---|---|---|---|---|
P(X) | 0.2 | 0.1 | 0.3 | 0.2 | 0.2 |
The variance of X will be:
A
0.1
B
1.42
C
1.89
D
2.54
Answer
1.89
Explanation
Solution
Variance is calculated as:
Var(X)=E(X2)−[E(X)]2.
First, calculate E(X):
E(X)=∑X⋅P(X)=(−2)(0.2)+(−1)(0.1)+(0)(0.3)+(1)(0.2)+(2)(0.2).
E(X)=−0.4−0.1+0+0.2+0.4=0.1.
Next, calculate E(X2):
E(X2)=∑X2⋅P(X)=(−2)2(0.2)+(−1)2(0.1)+(0)2(0.3)+(1)2(0.2)+(2)2(0.2).
E(X2)=4(0.2)+1(0.1)+0(0.3)+1(0.2)+4(0.2)=0.8+0.1+0+0.2+0.8=1.9.
Finally, calculate the variance:
Var(X)=E(X2)−[E(X)]2=1.9−(0.1)2=1.9−0.01=1.89.