Ch. 8 Expectation Flashcards

1
Q

Linearity of Expectation

A

E(aX + B) = aE(X) + B

E(X + Y) = E(X) + E(Y)

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2
Q

Var(X) =

A

E( (X - E(X))^2 )

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3
Q

Cov(X, Y) =

A

E( (X - E(X)) (Y - E(Y)) )

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4
Q

The conditional expectation of X given Y, E(X | Y)(ω) =

A

E(X | Y = Y(ω))

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5
Q

For any 2 discrete RVs X and Y, E(X) =

A

E(E(X | Y))

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6
Q

If X and Y are independent, E(XY) =

A

E(X)E(Y)

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7
Q

Markov’s Inequality:

A

P (X ≥ a) ≤ E(X) / a

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8
Q

Chebyshev’s Inequality:

A

P( |X-E(X)| ≥ a) ≤ Var(X) / a^2

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