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In: Statistics and Probability

State whether each of the following is always true (T) or not always true (F). a)...

State whether each of the following is always true (T) or not always true (F).

a) If X is a random variable, Corr X, (1/3)X= (1/3).

b) If X and Y are independent random variables then E(X|Y ) = E(X)

c) d) If fx(x) is the marginal density of a random variable X and fy(y|X = x) is the conditional density of a random variable Y , given a particular realization x of X, then the joint density of X and Y is given simply by f(x, y) = fx(x)fy(y|X = x)

d) If X1, X2, ..., Xn are independent random variables, each following a Bernoulli distribution with the same parameter p, then the sum Σn i=1Xi is a Binomial random variables, with parameters n and p.

e)If X1, X2, ..., X100 are independent, normally distributed random variables, then the average X¯ = 1 100Σ 100 i=1Xi of these random variables is itself a random variable following a normal distribution.

f) If Z1 and Z2 are independent random variables, each following a standard normal distribution, then Z1 + Z2 follows a standard normal distribution as well.

g) If X ∼ χ 2 (4) and Y ∼ t(1) then the 95th percentile of X exceeds the 95th percentile of Y .

h) If X ∼ F(5, 7) and Y ∼ F(7, 5), then the 5th percentile of X is greater than the 5th percentile of Y .

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