Variance of a CRV

Variance of a CRV

IB Year 5 | Grade 11

Its variance, \(\sigma^2\) or \(\mathrm{Var}(X)\) is given by

\[\begin{aligned} \sigma^2 &= \mathrm{Var}(X) \\ &= \mathrm{E}(X - \mu)^2 \\ &= \mathrm{E}(X^2) - (\mathrm{E}(X))^2 \\ &= \int_{\text{all}\hspace{0.5em} x} x^2 \mathrm{f}(x) \, \mathrm{d}x - \left[ \int_{\text{all}\hspace{0.5em} x} x \mathrm{f}(x) \, \mathrm{d}x \right]^2 \end{aligned} \]

Note: The standard deviation of \(X\) is \(\sigma = \sqrt{\mathrm{Var}(X)}\).

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