4. Let X, Y be independent random variables. Prove that E(XY) = E(X) E(Y) and hence show that V(X +Y) = V(X)+V(Y).

Q: Let the random variables x and y have joint pdf as follow 0<x<1,0 <y<1 f(x,y) = (11x² + 4y²), Find…

A: The covariance of two random variables X and Y is given by: Cov(X,Y)=E(XY)-E(X)E(Y) To find the…

Q: Suppose that Y ~ Normal(0, 1) and define new random variable X by X=Y². Compute ELYI

A: Given that Y~Normal0,1 Here, E(Y)=0V(Y)=1⇒E(Y2)-EY2=1⇒E(Y2)-0=1⇒E(Y2)=1

Q: Suppose X and Y are jointly continuous random variables, the conditional expectation of u(x), given…

A: The conditional expectation of u(x) given y is:

Q: If X is a random variable, prove that Cov(X,X) = σX².

A: Let X is a random variable.

Q: 3. Let the random variable X have the pmf f(x) = = a) E(X) b) E(X²) c) E(3X²2X + 4) (x+1)² for x =…

A: The provided information is as follows:The probability mass function of  is .

Q: Given that random variable X is continuous type, we form the random variable Y as Y = g (x) = 6 F,…

A:

Q: (a) Show that the joint pdf for U, V is of the form f(x, y) = { exp(-u-v), if (u, v) E A otherwise…

A: We will use the method of Jacobian to determine the joint density of U and V.

Q: Let X and Y be random variables with Var (X₂) o and Var(Y₂) o for all ie {1,...,n}. Assume that each…

A: (a) The covariance between Xi and Yi is given by: Cov(Xi, Yi) = E[(Xi - E[Xi])(Yi - E[Yi])] Since…

Q: 5. Let X and Y be random variables such that var(X)=16, var(Y) = 9, and p = cor(X,Y) = -0.5. %3D a.…

A:

Q: X is the Gaussian (μ=1, σ=2) random variable. Y is the Gaussian (μ=2, σ=4) radnom variable. X and Y…

A: Step 1: Step 2: Step 3: Step 4:

Q: Let X1,X2,· · ,Xn be i.i.d. random variables, where X; ~ Bernoull Y1 = X1X Y, = X2X %3D Yn-1 = X_ Yn…

A: A random variable X is called to follow the Bernoulli distribution if it takes only non-negative…

Q: Suppose X₁, X2, · ·, Xn are independent random variables and have CDF F(x). Find the CDF of Y =…

A: To find the cumulative distribution function (CDF) of Y=min{X1,X2,…,Xn}, we need to consider the…

Q: Suppose that X and Y are random variables with E(X) = 2 , E(Y) = 5 and E(X²) = 8, E(Y²) = 30 and…

A:

Q: Suppose we have three independent random variables X, Y and Z where... Var(X + 2Y) = 13, Var(2Y +…

A: