Math Help: P(40 ≤ X ≤ 50, 20 ≤ Y ≤ 25) & P(4(X-45)^2+100(Y-20)^2 ≤ 2)

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Homework Help Overview

The discussion revolves around probability calculations involving two independent normally distributed random variables, X and Y, with specified means and standard deviations. The participants are exploring the probabilities of certain ranges and conditions involving these variables.

Discussion Character

  • Exploratory, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • The original poster attempts to find the probability of a joint distribution using double integrals and expresses difficulty in determining limits of integration for a specific condition involving an ellipse. Other participants provide insights into the geometric interpretation of the problem and suggest transformations to standard variables.

Discussion Status

Some participants have offered guidance on interpreting the problem geometrically and suggested using polar coordinates for integration. The original poster acknowledges the assistance but indicates they were unable to complete the problem in time, suggesting a lack of resolution but some understanding gained.

Contextual Notes

The original poster mentions a deadline for the assignment, indicating time constraints that may affect the depth of exploration in the discussion.

acgold
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Suppose that X and Y are independent random variables, where X is normally distributed with mean 45 and standard deviation 0.5 and Y is normally distributed with mean 20 and standard deviation 0.1.

(a) [tex]Find \ P(40 \leq X \leq 50, \ 20 \leq Y \leq 25).[/tex] Ans. ~0.5
(b) [tex]Find \ P(4(X-45)^2+100(Y-20)^2 \leq 2).[/tex] Ans. ~0.632

Part (a) is easy. I used Maple to find the double integral of the joint density function from [tex]40 \leq X \leq 50, \ 20 \leq Y \leq 25.[/tex] and I get 0.5

Part (b) is my problem. How do I find the limits of integration? I tried solving for X and Y but I couldn't get that to work. Am I missing something easy here? Please please please help me! This assignment is due tomorrow and I've been stuck on this problem for days. :cry:
 
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Your region is a small ellipse centered on (45, 20) with a semimajor radius of 1/sqrt(2) and semiminor radius of 1/sqrt(50).
 
acgold said:
Suppose that X and Y are independent random variables, where X is normally distributed with mean 45 and standard deviation 0.5 and Y is normally distributed with mean 20 and standard deviation 0.1.


(b) [tex]Find \ P(4(X-45)^2+100(Y-20)^2 \leq 2).[/tex] Ans. ~0.632
Notice that
[tex]4(X-45)^2 = (\frac{X-45}{0.5})^2= u^2 \mbox{ and } 100(Y-20)^2= (\frac{Y-20}{0.1})^2=v^2[/tex].
u and v are the standard variables for X and Y, respectively. They are normally distributed with zero mean and standard deviation 1.

The condition [tex]u^2+v^2\leq 2[/tex] means that the point(u,v) is inside a circle of radius [tex]\sqrt{2}[/tex]

[tex]P(u^2+v^2 \leq 2) = \frac{1}{2\pi}\int\int\exp(-\frac{u^2+v^2}{2})du dv[/tex]
Use polar coordinates and then your problem reduces to calculate

[tex]P(r\leq\sqrt{2})=\int_0^{2\pi}\int_0^{\sqrt(2)}{\exp(-r^2/2)rdrd\phi[/tex]


ehild
 
Thanks for the help guys. Unfortunately, I couldn't get this particular problem finished in time to turn it in but I appreciate the help anyway. At least I understand it somewhat now. Thanks again!
 

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