Function of random variable, limits of integration

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Homework Help Overview

The problem involves a random variable X that is uniformly distributed over the interval [-1, 1]. The task is to compute the density function f(y) for the transformed variable Y = 2X² + 1.

Discussion Character

  • Exploratory, Assumption checking, Problem interpretation

Approaches and Questions Raised

  • Participants discuss the cumulative distribution function FY(Y) and its relation to the probability density function f(y). There is uncertainty about the interpretation of the bounds for integration and the implications of the transformation applied to X.

Discussion Status

Some participants are exploring the relationship between the random variable X and the transformed variable Y, questioning the integration process and the meaning of the bounds. There is an ongoing examination of the minimum and maximum values of Y based on the given distribution of X.

Contextual Notes

Participants note that X is constrained between -1 and 1, which affects the limits of integration for the transformation to Y. There is also mention of following lecture notes, indicating a reliance on previously established methods.

Gauss M.D.
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Homework Statement



X is uniformly distributed over [-1,1]. Compute the density function f(y) of Y = 2X2 + 1.


Homework Equations





The Attempt at a Solution



FY(Y) = P(Y < y) = P(2X2 + 1 < y) = P(X < +\sqrt{1/2(y-1)} = FX(+\sqrt{1/2(y-1)})

We have that f(x) = 0.5 for -1 < x < 1, so we should integrate f(x) from -1 to +\sqrt{1/2(y-1)} to get FY(y), and then take the derivative of that to get f(y).

But how do I deal with the + in front of the square root? What does P(X < +\sqrt{1/2(y-1)} even mean? "The probability that X is smaller than plus minus x" doesn't seem to make much sense to me!
 
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I guess it means X is BETWEEN -\sqrt{1/2(y-1)} and +\sqrt{1/2(y-1)}? But how do I figure out which bounds y has in that case?
 
You are told that X lies between -1 and 1. 2X^2+ 1 is a parabola which has a minimum at Y= 1 (when X= 0) and a maximum of Y= 3 (at x= -1 and 1).

Now, the problem asks you to find the "probability density function" for Y so why are you integrating at all?
 
I'm trying to find F(y) so I can take the derivative and get f(y). Basically trying to follow lecture notes...
 

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