Problem Set 12 for ECE 313: Probability Theory, University of Illinois, Fall 2003, Assignments of Statistics

Problem set 12 for the ece 313: probability theory course offered at the university of illinois during the fall 2003 semester. The problem set includes various probability theory questions, such as finding the probability mass functions (pmf) and joint densities of random variables, determining independence and uncorrelation, and solving for roots of equations. Students are expected to submit their solutions by december 5, 2003.

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University of Illinois Fall 2003
ECE 313: Problem Set #12
Assigned: Monday, December 1, 2003
Due: Friday, December 5, 2003
1. Suppose X, Y and Zare independent random variables that are each equally likely to be either 1
or 2. Find the pmf of
(a) XY Z
(b) XY +Y Z +XZ
(c) X2+Y2+Z2
2. If Uis uniform on (0,2π) and Z, independent of U, is exponential with parameter λ= 1,
(a) Find the joint density of the random variables X, Y defined by
½X=2Zcos U
Y=2Zsin U
(b) Show that Xand Yare independent unit normal RVs, i.e., that they are independent and
each of them is distributed as N(0,1).
(c) What is the pdf of the random variable R=X2+Y2?
3. X1and X2are independent random variables. X1is uniformly distributed over (1,1) and X2is
exponentially distributed with parameter λ= 1.
(a) Find the pdfs of the RVs W=X1+X2and Z=X1/X2.
(b) Find the joint pdf of Wand Z.
4. Let (X, Y ) be uniformly distributed on the interior of the square with vertices at (0,0),(0,1),(1,1)
and (1,0).
(a) Are Xand Yindependent? Are they uncorrelated?
(b) Are random variables (X+Y) and (XY) uncorrelated or independent?
Now let (X, Y ) be uniformly distributed on the interior of another square with vertices at (2,0),(1,1),
(0,0) and (1,1).
(b) Determine whether Xand Yare uncorrelated or independent in this case. What does this
say about random variables being independent and uncorrelated?
(c) Are random variables (X+Y) and (XY) uncorrelated or independent?
5. Extra Credit: If the random variables A, B, C are independent, and chosen uniformly in the
interval [0,1], what is the probability that all of the roots of the equation Ax2+Bx +C= 0 are
real?

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University of Illinois Fall 2003

ECE 313: Problem Set

Assigned: Monday, December 1, 2003

Due: Friday, December 5, 2003

  1. Suppose X, Y and Z are independent random variables that are each equally likely to be either 1 or 2. Find the pmf of

(a) XYZ (b) XY + YZ + XZ (c) X^2 + Y 2 + Z^2

  1. If U is uniform on (0, 2 π) and Z, independent of U , is exponential with parameter λ = 1,

(a) Find the joint density of the random variables X, Y defined by { X =

2 Z cos U Y =

2 Z sin U

(b) Show that X and Y are independent unit normal RVs, i.e., that they are independent and each of them is distributed as N (0, 1). (c) What is the pdf of the random variable R =

X^2 + Y 2?

  1. X 1 and X 2 are independent random variables. X 1 is uniformly distributed over (− 1 , 1) and X 2 is exponentially distributed with parameter λ = 1.

(a) Find the pdfs of the RVs W = X 1 + X 2 and Z = X 1 /X 2. (b) Find the joint pdf of W and Z.

  1. Let (X, Y ) be uniformly distributed on the interior of the square with vertices at (0, 0), (0, 1), (1, 1) and (1, 0).

(a) Are X and Y independent? Are they uncorrelated? (b) Are random variables (X + Y ) and (X − Y ) uncorrelated or independent?

Now let (X, Y ) be uniformly distributed on the interior of another square with vertices at (2, 0), (1, 1), (0, 0) and (1, −1).

(b) Determine whether X and Y are uncorrelated or independent in this case. What does this say about random variables being independent and uncorrelated? (c) Are random variables (X + Y ) and (X − Y ) uncorrelated or independent?

  1. Extra Credit: If the random variables A, B, C are independent, and chosen uniformly in the interval [0, 1], what is the probability that all of the roots of the equation Ax^2 + Bx + C = 0 are real?