Proofs for the Expectation and Variance (VCE SSCE Mathematical Methods): Quizzes

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Proofs for the expectation and variance
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In Proof 1, what values are used for aa and bb in the binomial theorem?

a=(1p)a = (1-p) and b=pb = p

Why does the sum of all binomial probabilities equal 1?

Because (1p)+p=1(1-p) + p = 1, so 1n=11^n = 1

What is the expected value formula for a binomial random variable XX?

E(X)=npE(X) = np

In Proof 2, why can the sum start from x=1x = 1 instead of x=0x = 0?

When x=0x = 0, the term equals zero

What substitution is used in Proof 2 to simplify the expected value formula?

z=x1z = x - 1

What is the variance formula for a binomial random variable XX?

Var(X)=np(1p)\text{Var}(X) = np(1-p)

Why is E[X(X1)]E[X(X-1)] found first in Proof 3 instead of E(X2)E(X^2) directly?

x2x^2 is not a factor of x!x!

What is the value of E[X(X1)]E[X(X-1)] for a binomial random variable?

n(n1)p2n(n-1)p^2

When does maximum variance occur in a binomial distribution?

When p=0.5p = 0.5

What is the relationship between E[X(X1)]E[X(X-1)], E(X2)E(X^2), and E(X)E(X)?

E[X(X1)]=E(X2)E(X)E[X(X-1)] = E(X^2) - E(X)

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