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Worked Examples · Example 4

Q.For the same distribution of XX (number of heads in two coin tosses), find the variance Var(X)Var(X) and the standard deviation SD(X)SD(X).

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From the earlier examples, the distribution is:

xix_i012
pip_i14\tfrac{1}{4}12\tfrac{1}{2}14\tfrac{1}{4}

and E(X)=1E(X) = 1.

Step 1 — find E(X2)E(X^2):

E(X2)=∑xi2pi=02×14+12×12+22×14=0+0.5+1=1.5E(X^2) = \sum x_i^2 p_i = 0^2 \times \frac{1}{4} + 1^2 \times \frac{1}{2} + 2^2 \times \frac{1}{4} = 0 + 0.5 + 1 = 1.5

Step 2 — apply the shortcut formula:

Var(X)=E(X2)−[E(X)]2=1.5−(1)2=1.5−1=0.5Var(X) = E(X^2) - [E(X)]^2 = 1.5 - (1)^2 = 1.5 - 1 = 0.5

Step 3 — standard deviation:

SD(X)=Var(X)=0.5≈0.7071SD(X) = \sqrt{Var(X)} = \sqrt{0.5} \approx 0.7071

Cross-check using the definition directly, Var(X)=∑(xi−μ)2piVar(X) = \sum (x_i - \mu)^2 p_i with μ=E(X)=1\mu = E(X) = 1: …

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