Probability density function of a random number

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Homework Help Overview

The problem involves finding the probability density function of a random variable Y defined as Y = 1/X, where X is uniformly distributed over the interval (0,1). Participants are exploring the implications of this transformation and the properties of cumulative distribution functions (CDFs).

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning, Problem interpretation, Assumption checking

Approaches and Questions Raised

  • Participants discuss the initial approach of finding the distribution function and differentiating it to obtain the density function. There is a suggestion to consider the implications of reversing inequalities when transforming variables. Some participants question the correctness of the proposed CDF and its properties.

Discussion Status

The discussion is active, with participants providing feedback on the original poster's approach and suggesting alternative methods. There is no explicit consensus, but several lines of reasoning are being explored, including the need for proper handling of inequalities and the characteristics of CDFs.

Contextual Notes

Participants note the importance of correctly identifying the distribution of X as U(0,1) and the implications this has for the transformation to Y. There are also concerns about the assumptions made regarding the behavior of the CDF.

Proggy99
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Homework Statement


Let X be a random number from (0,1). Find the probability density function of Y = 1/X.


Homework Equations





The Attempt at a Solution


I keep thinking this is easier than I am making it out to be, but the only places I find anything similar searching is on two exams at two different schools, so it must be more interesting than I thought.

I am attempting to first find the distribution function and then differentiate to get the density function (not sure that is the right way to approach)

for any x between 0 and 1, the probability distribution would be
0 if x < 0
x if 0 \leq x < 1
1 if x \geq 1

for y = 1/x
x = 1/y
so F(y) = 1/y and F'(y) = f(y) = -1/y^{2}

I know the answer is 1/y^{2} and not negative, but I have the suspicion that I am doing it wrong anyway and my answer is just coincidentally close to correct. Please help
 
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You can tell F(y)=1/y is wrong by taking y=1/2. Consider \mathbb{P}(Y=k) for some k. Now try to get the expression in terms of X.

Good luck.
 
Two approaches.
First, if Y = 1/X, then you are correct that 1 \le Y &lt; \infty.
Now

<br /> P(Y \le y) = P(1/X \le y) = P(X \ge \frac 1 y) <br />

You forgot to reverse the inequality. Write out a form for P(X \ge 1/y) and differentiate that to get the density.

Second: if you want to do a change of variables, you need to multiply be the absolute value of the derivative.
 
Proggy99 said:
Let X be a random number from (0,1).
Just picking a nit here, but that should be U(0,1), not just (0,1).

so F(y) = 1/y
That is not correct. This fails two key tests of whether a function is a CDF. This function is monotonically decreasing for y>1 (CDFs must be monotonically increasing functions) and F(y)→0 as y→∞ (CDFs must have F(y)→1 as y→∞).

You are on the right track, however.
 
PF Mentor,
Can you post the complete answer?
 

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