What is the cdf of the area of a square with a uniform distribution over (0, 5)?

Click For Summary
SUMMARY

The cumulative distribution function (CDF) for the area of a square with a uniform distribution over the interval (0, 5) is defined as F_S(x) = 0.2√x for 0 < x < 25, with F_S(x) = 0 for x ≤ 0 and F_S(x) = 1 for x ≥ 25. The initial incorrect approach of squaring the CDF of the side length, F(x) = 0.2x, led to erroneous results. The correct method involves taking the square root of the area variable to derive the CDF accurately.

PREREQUISITES
  • Understanding of cumulative distribution functions (CDF)
  • Knowledge of uniform distribution properties
  • Basic algebra and square root functions
  • Familiarity with probability concepts
NEXT STEPS
  • Study the properties of cumulative distribution functions in depth
  • Learn about transformations of random variables in probability theory
  • Explore the concept of probability density functions (PDF) and their relationship to CDFs
  • Investigate uniform distributions and their applications in statistics
USEFUL FOR

High school students, statistics learners, and anyone interested in understanding probability distributions and their applications in real-world scenarios.

theloathedone
Messages
18
Reaction score
0

Homework Statement


Let the random variable X represent the length of the side of a square. It has a uniform distribution over the interval (0, 5).

What is the cumulative distribution function for the area of the square, Y?


Homework Equations


F(x) = 0.2x (the cdf of the side).


The Attempt at a Solution


So I tried simply squaring F(x), giving 0.04x^2, which is incorrect since F(25) = 25 instead of 1. Also, it wouldn't make sense for the probability of the largest areas to have the highest probability, since:
P(4.9 < X < 5.0) = 0.02
Therefore P(4.9^2 < X < 5.0^2) = 0.02
But going by 0.04x^2 we get 0.08 or something.

Also, I couldn't find anything like this in my textbook (I'm a high school student), is there any good website to line this stuff from?

Thanks in advance.
 
Physics news on Phys.org
theloathedone said:

Homework Statement


Let the random variable X represent the length of the side of a square. It has a uniform distribution over the interval (0, 5).

What is the cumulative distribution function for the area of the square, Y?

Homework Equations


F(x) = 0.2x (the cdf of the side).

The Attempt at a Solution


So I tried simply squaring F(x), giving 0.04x^2, which is incorrect since F(25) = 25 instead of 1. Also, it wouldn't make sense for the probability of the largest areas to have the highest probability, since:
P(4.9 < X < 5.0) = 0.02
Therefore P(4.9^2 < X < 5.0^2) = 0.02
But going by 0.04x^2 we get 0.08 or something.

Also, I couldn't find anything like this in my textbook (I'm a high school student), is there any good website to line this stuff from?

Thanks in advance.

No, why are you squaring F(x)?

To handle this type of problem, we often try to find the cdf of S first, then (if the problem asks further for pdf function) we can obtain it by differentiating the cdf of S.

So, it goes like this:
\begin{align*}F_S(x) = P(S \le x) = P(X^2 \le x) &amp;= \left\{ \begin{array}{ll} 0 &amp; , \mbox{ if } x \le 0 \\ P(-\sqrt{x} \le X \le \sqrt{x}) &amp; , \mbox{ if } x &gt; 0 \end{array} \right. \\<br /> &amp;= \left\{ \begin{array}{ll} 0 &amp; , \mbox{ if } x \le 0 \\ P(-\sqrt{x} \le X \le 0) + P(0 &lt; X \le \sqrt{x}) &amp; , \mbox{ if } x &gt; 0 \end{array} \right. \\<br /> &amp;= ...<br /> \end{align}

Can you go from here, :)
 
Last edited:
You are going the wrong way. In order that x^2&lt; a, we must have x&lt;\sqrt{a}. Take the square root of 0.2x, not the square!
 
Ah I see where I went wrong.

But it should be 0.2\sqrt{x} and not \sqrt{0.2x} right?

Thanks for the speedy responses!
 
theloathedone said:
Ah I see where I went wrong.

But it should be 0.2\sqrt{x} and not \sqrt{0.2x} right?

Thanks for the speedy responses!

Yup, that's correct. Congratulations. :)

But, remember that F_S(x) = 0.2\sqrt{x} on the interval (0; 25), it takes other values elsewhere.
 
yup. it's 0 for x < 0 and 1 for x > 25. Thanks for the help :)
 

Similar threads

  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 7 ·
Replies
7
Views
4K
  • · Replies 17 ·
Replies
17
Views
3K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 11 ·
Replies
11
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
Replies
1
Views
1K
  • · Replies 6 ·
Replies
6
Views
5K