Two Gaussian random variables X, and X, have zero mean and variances 0 =4 and 0,² = 9. Their covariance Cx, equals 3. Find the covariance Cr of new random variables Y, and Y, if the transformation is given as Y = X, - 2X, Y, = 3X, +4X,
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- Suppose Xn is an IID Gaussian process, withµX[n]=1, and σ2 X[n]=1Now, another stochastic process Yn = Xn − Xn−1. Please find:(a) The mean µY (n).(b) The variance σ2Y (n).(c) The auto-correlation RY (n, k)If X1 and X2 are independent exponential random variables with respective parameters λ1 and λ2,find P{X1 < X2} and P{X2 < X1}.Suppose the joint PMF of random variables X and Y isP(X = x, Y = y) =3/14 , if (x, y) = (−1, 1)2/14 , if (x, y) ∈ {(0, 1),(−1, 0),(0, 0)}1/14 , if (x, y) ∈ {(1, 1),(1, 0),(−1, −1),(0, −1),(1, −1)}0, otherwise(a) Find the covariance of X and Y .(b) Find the correlation of X and Y .