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A random variable X has the following probability distribution:

X0123
P(X)0.20.10.30.4

The variance of X will be

Solution

Correct Option: 2

The variance formula is:

Variance =E(X2)[E(X)]2= E(X^2) - [E(X)]^2

This requires finding E(X)E(X) and E(X2)E(X^2).


Calculate E(X)E(X):

E(X)=[x×P(x)]E(X) = \sum [x \times P(x)]

XP(X)X × P(X)
00.20 × 0.2 = 0
10.11 × 0.1 = 0.1
20.32 × 0.3 = 0.6
30.43 × 0.4 = 1.2

E(X)=0+0.1+0.6+1.2E(X) = 0 + 0.1 + 0.6 + 1.2

E(X)=1.9E(X) = 1.9


Calculate E(X2)E(X^2):

E(X2)=[x2×P(x)]E(X^2) = \sum [x^2 \times P(x)]

XP(X)X² × P(X)
000.20 × 0.2 = 0
110.11 × 0.1 = 0.1
240.34 × 0.3 = 1.2
390.49 × 0.4 = 3.6

E(X2)=0+0.1+1.2+3.6E(X^2) = 0 + 0.1 + 1.2 + 3.6

E(X2)=4.9E(X^2) = 4.9


Calculate variance:

Variance =E(X2)[E(X)]2= E(X^2) - [E(X)]^2

Variance =4.9(1.9)2= 4.9 - (1.9)^2

Variance =4.93.61= 4.9 - 3.61

Variance =1.29= 1.29

Therefore, the variance of X is 1.291.29.

2022: 6 Aug Shift 2

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