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Question:A painting process consists of two stages. In the first stage, the paint is applied, and in the second stage, a protective coat is added. Let X be the time spent on the first stage, and let Y be the time spent on the second stage. The first stage involves an inspection. If the paint fails the inspection, one must wait three minutes and apply the paint again. After a second application, there is no further inspection. The joint pdf.of X and Y is

\(f\left( {x,y} \right) = \left\{ \begin{array}{l}\frac{1}{3}if\,1 < x < 3\,and\,0 < y < 1\\\frac{1}{6}if\,1 < x < 3\,and\,0 < y < 1\,\\0\,\,otherwise.\\\,\end{array} \right.\,\,\)

a. Sketch the region where f (x, y) > 0. Note that it is not exactly a rectangle.

b. Find the marginal p.d.f.’s of X and Y.

c. Show that X and Y are independent.

Short Answer

Expert verified
  1. The graph for the joint p.d.f. is shown in Figure1.
  2. The marginal pdf of X and Y is\({f_1}\left( x \right) = \left\{ \begin{array}{l}\frac{1}{3}\,if\,1 < x < 3\\\frac{1}{6}\,if\,6 < x < 8\end{array} \right.\).

\({f_2}\left( y \right) = \left\{ \begin{array}{l}1\,for\,0 < y < 1\\0\,otherwise\end{array} \right.\).

  1. X and Y are independent.

Step by step solution

01

Given information

The joint p.d.f of X and Y is

\(f\left( {x,y} \right) = \left\{ \begin{array}{l}\frac{1}{3}if\,1 < x < 3\,and\,0 < y < 1\\\frac{1}{6}if\,1 < x < 3\,and\,0 < y < 1\,\\0\,\,otherwise.\\\,\end{array} \right.\,\,\).

02

Drawing the region for the joint p.d.f.

  1. Figure 1 shows the region where \(f\left( {x,y} \right) > 0\)as the union of two shaded rectangles.

The region is not a rectangle. It is a product set that has the form\(\left\{ {\left( {x,y} \right):x \in A,y \in B} \right\}\)for two sets, A and B.

Fig.1

03

Calculating the marginal pdf

b.

The marginal p.d.f. of X is

\(\begin{array}{l}{f_1}\left( x \right) = \int\limits_0^1 {f\left( {x,y} \right)dy} \\{f_1}\left( x \right) = \left\{ \begin{array}{l}\frac{1}{3}\,if\,1 < x < 3\\\frac{1}{6}\,if\,6 < x < 8\end{array} \right.\end{array}\)

The marginal p.d.f. of Y is

\(\begin{array}{c}{f_2}\left( y \right) = \int\limits_1^3 {\left( {\frac{1}{3}} \right)dx + } \int\limits_6^8 {\left( {\frac{1}{6}} \right)dx} \\ = \frac{2}{3} + \frac{1}{3}\\ = 1\end{array}\)

Therefore, \({f_2}\left( y \right) = \left\{ \begin{array}{l}1\,\,for\,0 < y < 1\\0\,\,otherwise\end{array} \right.\).

04

Checking the independence of the variables

c.

The product of the two marginal pdfs is

\({f_1}\left( x \right){f_2}\left( y \right) = \left\{ \begin{array}{l}\frac{1}{3}\,\,if\,1 < x < 3\,and\,0 < y < 1\\\frac{1}{6}\,\,if\,6 < x < 8\,and\,0 < y < 1\\0\,\,\,\,\,otherwise\end{array} \right.\).

Therefore, we can say that\(f\left( {x,y} \right) = {f_1}\left( x \right){f_2}\left( y \right)\).

Hence, the two random variables are independent.

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Most popular questions from this chapter

Suppose that a box contains seven red balls and three blue balls. If five balls are selected at random, without replacement, determine the p.f. of the number of red balls that will be obtained.

Suppose that three boys A, B, and C are throwing a ball from one to another. Whenever A has the ball, he throws it to B with a probability of 0.2 and to C with a probability of 0.8. Whenever B has the ball, he throws it to A with a probability of 0.6 and to C with a probability of 0.4. Whenever C has the ball, he is equally likely to throw it to either A or B.

a. Consider this process to be a Markov chain and construct the transition matrix.

b. If each of the three boys is equally likely to have the ball at a certain time n, which boy is most likely to have the ball at time\(n + 2\).

Suppose that the joint distribution of X and Y is uniform over a set A in the xy-plane. For which of the following sets A are X and Y independent?

a. A circle with a radius of 1 and with its center at the origin

b. A circle with a radius of 1 and with its center at the point (3,5)

c. A square with vertices at the four points (1,1), (1,−1), (−1,−1), and (−1,1)

d. A rectangle with vertices at the four points (0,0), (0,3), (1,3), and (1,0)

e. A square with vertices at the four points (0,0), (1,1),(0,2), and (−1,1)

Suppose that the p.d.f. of a random variable X is as

follows:\(f\left( x \right) = \left\{ \begin{array}{l}\frac{1}{2}x\,\,\,\,\,\,\,\,for\,0 < x < 2\\0\,\,\,\,\,\,\,\,\,\,\,\,otherwise\end{array} \right.\)

Also, suppose that \(Y = X\left( {2 - X} \right)\) Determine the cdf and the pdf of Y .

Suppose that a person’s score X on a mathematics aptitude test is a number between 0 and 1, and that his score Y on a music aptitude test is also a number between 0 and 1. Suppose further that in the population of all college students in the United States, the scores X and Y are distributed according to the following joint pdf:

\(f\left( {x,y} \right)\left\{ \begin{aligned}\frac{2}{5}\left( {2x + 3y} \right)for0 \le x \le 1 and 0 \le y \le 1\\0 otherwise\end{aligned} \right.\)

a. What proportion of college students obtain a score greater than 0.8 on the mathematics test?

b. If a student’s score on the music test is 0.3, what is the probability that his score on the mathematics test will be greater than 0.8?

c. If a student’s score on the mathematics test is 0.3, what is the probability that his score on the music test will be greater than 0.8?

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