Find the probability distribution

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Homework Help Overview

The discussion revolves around finding the probability distribution function (pdf) of a transformed variable Y = X^2, given the initial pdf f(x) = (2/9)(x-1) for -1 < x < 2. Participants are exploring the implications of this transformation and the necessary steps to derive the cumulative distribution function (cdf) for Y.

Discussion Character

  • Exploratory, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • The original poster attempts to determine the range of Y based on the transformation from X to Y and expresses uncertainty about handling the square root in the context of the cdf. Other participants suggest integrating the pdf over the appropriate intervals and question the implications of the range of Y, particularly concerning values greater than 1.

Discussion Status

Participants are actively discussing the integration process required to find the cdf of Y and are questioning the correctness of the initial pdf provided. There is a recognition of the need to separate the integral based on the conditions of y, indicating a productive exploration of the problem.

Contextual Notes

There is some confusion regarding the correct form of the initial pdf, with participants questioning whether it should be (2/9)(x+1) instead of (2/9)(x-1). This uncertainty may affect the subsequent calculations and interpretations.

relinquished™
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Given the probability distribution function

[tex] <br /> f(x) = \frac{2}{9}(x-1), -1<x<2<br /> [/tex]

find the pdf of [tex]Y = X^2[/tex]

My Solution:

When x = -1, y = 1 and when x = 2, y = 4, so the range of y is

[tex] <br /> 1 \leq y \leq 4<br /> [/tex]

So to find the pdf of Y = X^2, we need to find the cdf of Y. Since Y is nontrivial over the interval [tex]1 \leq y \leq 4[/tex],

[tex] <br /> F(y) = P(1 \leq Y \leq y)<br /> =P(1 \leq x^2 \leq y)<br /> [/tex]

I'm at a loss here. I do not know how I should deal with square rooting the x, since [tex]x^2 \leq y[/tex] is rewritten as [tex]-\sqrt{y} \leq x \leq \sqrt{y}[/tex]

Any suggestions?
 
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What you have is correct: [itex]-\sqrt{y}\leqx\leq\sqrt{y}[/itex]. Now integrate your pdf for x, (2/9)(x-1) from -y to y (be careful about y> 1!).
 
err... when you mean about be careful of y>1, do you mean that I have to separate the integral like this:

[tex] <br /> \int^{1}_{-\sqrt{y}} f(x)dx + \int^{\sqrt{y}}_{1} f(x)dx<br /> [/tex]

Because I know that y=1 should not be within the range of y (since y is just greater than 1)

Edit:

I got a cdf of [tex]-4\sqrt{y}[/tex]. I am sure I did something wrong and it must have something to do with that y>1 precaustion...
 
Last edited:
Hello relinquished! Isn't it that it should be 2/9 (x + 1) as the given?
 
well... if the pdf really is [tex]\frac{2}{9}(x+1)[/tex] then I should look back at the book ^^;
 
I don't think it is found in the book.
 

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