Let X be a uniformly distributed continuous random variable that can take values in the interval (-1,1). Y Let Y=1-X2 be defined as a function of the random variable X. a) Mathematically find the probability density function (PDF) of Y. b) Find mathematically the covariance, Cov[X,Y], of X and Y. X and Y are uncorrelated (uncorrelated)? Are X and Y independent? c) With the help of the "rand" command in MATLAB, the random variable X is randomized into 1,000,000 random variables. and the corresponding Y=1-X2 values. Plot the histogram of Y. The histogram you found in (a) Does it match the PDF? Comment. d) Estimate Cov[X,Y] using the 1,000,000 X and Y values you generated in MATLAB obtain For this, from the definition Cov[X,Y] = E[(X-E[X])(Y-E[Y])] and the "mean" command Does it match the value you found in (b)? Comment.

A First Course in Probability (10th Edition)
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ISBN:9780134753119
Author:Sheldon Ross
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Chapter1: Combinatorial Analysis
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Let X be a uniformly distributed continuous random variable that can take values in the interval (-1,1). Y

Let Y=1-X2 be defined as a function of the random variable X.

a) Mathematically find the probability density function (PDF) of Y.

b) Find mathematically the covariance, Cov[X,Y], of X and Y. X and Y are uncorrelated

(uncorrelated)? Are X and Y independent?

c) With the help of the "rand" command in MATLAB, the random variable X is randomized into 1,000,000 random variables.

and the corresponding Y=1-X2 values. Plot the histogram of Y. The histogram you found in (a)

Does it match the PDF? Comment.

d) Estimate Cov[X,Y] using the 1,000,000 X and Y values you generated in MATLAB

obtain For this, from the definition Cov[X,Y] = E[(X-E[X])(Y-E[Y])] and the "mean" command

Does it match the value you found in (b)? Comment.

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