Properties of Mean and Variance (VCE SSCE Mathematical Methods): Flashcards

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Properties of Mean and Variance
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Relationship: E[g(X)]E[g(X)] vs g[E(X)]g[E(X)] for general gg

E[g(X)]g[E(X)]E[g(X)] \neq g[E(X)] (except for linear functions)

Formula for E(aX+b)E(aX + b)

aE(X)+baE(X) + b

Formula for Var(aX+b)\text{Var}(aX + b)

a2Var(X)a^2\text{Var}(X)

Why doesn't constant bb affect Var(aX+b)\text{Var}(aX + b)?

It only shifts PDF horizontally, not spread

Effect of multiplying XX by aa on mean

Multiplies mean by aa

Effect of adding bb to XX on mean

Adds bb to mean

PDF rule for X+bX + b given f(x)f(x) for XX

f(xb)f(x - b)

PDF rule for aXaX given f(x)f(x) for XX

1af(xa)\frac{1}{a}f\left(\frac{x}{a}\right)

PDF rule for aX+baX + b given f(x)f(x) for XX

1af(xba)\frac{1}{a}f\left(\frac{x-b}{a}\right)

Why factor 1a\frac{1}{a} in PDF of aXaX?

To preserve total area under curve = 1

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