How to Determine the Density and Distribution for Transformed Variables Y and Z?

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SUMMARY

The discussion focuses on determining the density and distribution of transformed variables Y and Z derived from the probability density function f_x(x) = 4x^4 for 0 < x < 1. The correct cumulative distribution function (CDF) for f_x(x) should be F_x(x) = (5/4)x^5, as the previously stated CDF was invalid. The participants emphasize the importance of correctly defining variables and using appropriate notation to avoid confusion, particularly when calculating the density of Y and the distribution of Z.

PREREQUISITES
  • Understanding of probability density functions (PDFs)
  • Knowledge of cumulative distribution functions (CDFs)
  • Familiarity with transformations of random variables
  • Basic calculus for evaluating integrals and derivatives
NEXT STEPS
  • Study the transformation of random variables in probability theory
  • Learn how to derive the density function from a cumulative distribution function
  • Explore the properties of the Beta distribution, particularly for f_x(x) = 4x^4
  • Investigate common errors in notation and variable definition in probability problems
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Students and educators in statistics and probability, particularly those tackling transformations of random variables and density functions in their coursework.

silentone
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Homework Statement


Density of f_x (x) = 4x^4 for 0<x<1

Y=(x-1/4)^2 Z= X^-2

Determine density of Y
and Distribution of Z

Homework Equations



The cdf of f_x (x) is invalid since F_x (x) = (4/5)x^5 so the limit to infinity does not equal 1 as a cdf should have. Am I missing something?

The Attempt at a Solution



density of Y P ((x-1/4)^2 =< x) = P(x =< sqrt(x) +1/4) = f (sqrt(x) +1/4) *(1/2)x^(-1/2) = (2/sqrt(2)) (sqrt(x) +1/4)^4 what are the bounds?

cdf of Z P(X^-2 =< x) = P(x <=-1/x) +P (X>= 1/x) = F(-1/x)+1-F(1/x) = 1-8/(5x^5) what are the bounds?
 
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silentone said:

Homework Statement


Density of f_x (x) = 4x^4 for 0<x<1

Y=(x-1/4)^2 Z= X^-2

Determine density of Y
and Distribution of Z

Homework Equations



The cdf of f_x (x) is invalid since F_x (x) = (4/5)x^5 so the limit to infinity does not equal 1 as a cdf should have. Am I missing something?

The Attempt at a Solution



density of Y P ((x-1/4)^2 =< x) = P(x =< sqrt(x) +1/4) = f (sqrt(x) +1/4) *(1/2)x^(-1/2) = (2/sqrt(2)) (sqrt(x) +1/4)^4 what are the bounds?

cdf of Z P(X^-2 =< x) = P(x <=-1/x) +P (X>= 1/x) = F(-1/x)+1-F(1/x) = 1-8/(5x^5) what are the bounds?

You are right about f(x): it should probably be 5x^4.

Never, never, never write something like P ((x-1/4)^2 =< x): you are using the same letter x to stand for two totally different things, and that is a sure invitation to error (or being marked wrong). You want P{Y ≤ y} = P{(X - 1/2)^2 ≤ y}. Look at the graph of the function (x - 1/2)^2; for which values of x on [0,1] is it ≤ y? For what values of y will the probability be < 1?

Note: in the above you attempted to find the CDF of Y, not the density! How would you get the density if you know the cdf?

In the second solution, can you see how wrong it is to write P(x <= -1/2), etc? Again, you are inviting a poor mark and are increasing your chances of making a serious error.

RGV
 

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