Assume that 2 and Z, are two independent random variables that follow the standard normal distribution N(0,1), so that...
Assume that and Z2 are two independent random variables that follow the standard normal distribution N(0,1), so that each of them has the density º(z) = -20 <z<00. Let X = vz1 + Z2, Y = y21 - vž Z2, S = x2 + y2, and R= . (e) From (c), please find the densities of X2 and Y?. (f) From (d) and (e), please find the density of x2 + y2(=S). (g) From (e), please find the density of...
| Assume that Z1 and Z2 are two independent random variables that follow the standard normal dist ribution N(0,1), so that each of them has the density 1 (z) ooz< oo. e '2т X2 X2+Y2 Let X 212,Y 2Z1 2Z2, S X2Y2, and R (a) Please find the joint density of (Z1, Z2). (b) From (a), please find the joint density of (X,Y) (c) From (b), please find the marginal densit ies of X and Y. (d) From (b) and...
Assume that Z1 and 22 are two independent random variables that follow the standard normal distribution N(0,1), so that each of them has the density 0(3) = , Let X = {{z + 12 Zz, Y = 122- x2z2, S = x2 + y2, and R= * Answers, a,b,c,d,e are provided below need help with g, hi (g) From (e), please find the density of (X,Y) (note that X2 and Y2 are independent from (a)). (h) From (g), please find...
5. Let X1 and X2 be two independent standard normal random variables. Define two new random variables as follows: Yı = X1 + X2 and ½ = X1 + ßX2. You are not given the constant β but it is known that Cov(Yi,Y) = 0. Find (a) the density of Y2 (b) Cov(Xy½),
Let X1 and X2 be two independent standard normal random variables. Define two new random variables as follows: Y-Xi X2 and Y2- XiBX2. You are not given the constant B but it is known that Cov(Yi, Y2)-0. Find (a) the density of Y (b) Cov(X2, Y2)
Let X and Y be independent Gaussian(0,1) random variables. Define the random variables R and Θ, by R2=X2+Y2,Θ = tan−1(Y/X).You can think of X and Y as the real and the imaginary part of a signal. Similarly, R2 is its power, Θ is the phase, and R is the magnitude of that signal. (a) Find the joint probability density function of R and Θ, i.e.,fR,Θ(r,θ).
2. Let Z1 and Zo be independent standard normal random variables. Let! X= 221 +372 +12 X2 = 321 - 22 +11. (a) Find the joint density function of (X1, X2). (b) Find the covariance of X1 and X2. Now let Y1 = X1 + 4X2 +3 Y, = -2X2 +6X2 +5 (a) Find the joint density function of (Y1, Y). (b) Find the covariance of Yi and Y2.
If X, Y are independent standard normal random variables N(0,1), what is the density of X−Y?
are (3 pts) If X,Y independent standard normal random variables N(0,1), what is the density of X – Y?
7. Let X and Y be independent Gaussian random variables with identical densities N(0,1). Compute the conditional density of the random variable of X given that the sum Z = X + Y is known (i.e., XIX + Y)