Finding the Expression for U(x) Under Change of Variables

Click For Summary
SUMMARY

The discussion focuses on deriving the expression for \(\hat U(\hat x)\) from the given equation \(U(\mu) = \frac{2}{\sqrt{\pi}} \exp\left[-4\mu^2\right]\) under the variable transformation \(x = \frac{n}{2} + \sqrt{n} \mu\) and \(\hat x = \frac{x}{n}\). The transformation leads to the equation \(\hat U(\hat x) = \frac{2}{\sqrt{\pi}} \exp\left[-4n\left(\hat x - \frac{1}{2}\right)^2\right]\). However, the expected solution includes an additional factor of \(\sqrt{n}\), resulting in \(\hat U(\hat x) = 2\sqrt{\frac{n}{\pi}} \exp\left[-4n\left(\hat x - \frac{1}{2}\right)^2\right]\), which remains unresolved in the discussion.

PREREQUISITES
  • Understanding of variable transformations in calculus
  • Familiarity with Gaussian functions and their properties
  • Knowledge of exponential functions and their applications in probability
  • Basic algebraic manipulation skills
NEXT STEPS
  • Study variable transformations in probability distributions
  • Learn about Gaussian integrals and their significance in statistics
  • Explore the derivation of probability density functions from transformations
  • Investigate the properties of exponential functions in mathematical modeling
USEFUL FOR

Students and professionals in mathematics, physics, and engineering who are working on problems involving variable transformations and Gaussian distributions.

Kreizhn
Messages
714
Reaction score
1

Homework Statement


Given the equation
[tex]U(\mu) = \frac{2}{\sqrt\pi} \exp\left[ -4\mu^2 \right] [/itex]<br /> find an expression for [itex]\hat U(\hat x)[/itex] given that change of variables<br /> [tex]x = \frac n2 + \sqrt n \mu, \qquad \hat x = \frac xn[/tex]<br /> and [itex]\hat U[/itex] is the U under this variable transformation. <br /> <br /> <h2>The Attempt at a Solution</h2><br /> Using the fact that [itex]x= \frac n2 + \sqrt n \mu[/itex] it is easy to re-arrange to find that<br /> <br /> [tex]\mu^2 = \frac1n \left(x-\frac n2\right)^2 = \frac{x^2}n - x + \frac n4 [/itex]<br /> <br /> dividing by n, we get<br /> <br /> [tex]\frac{\mu^2}n = \hat x^2 - \hat x + \frac14 = \left( \hat x - \frac12 \right)^2 [/itex]<br /> <br /> Now I substitute this back into [itex]U(\mu)[/itex] to get<br /> <br /> [tex]\hat U(\hat x) = \frac2{\sqrt\pi} \exp \left[ -4 n \left( \hat x-\frac12\right)^2 \right][/tex]<br /> <br /> The problem is that the solution is <i>supposed</i> to be<br /> <br /> [tex]\hat U(\hat x) = 2 \sqrt{\frac n\pi} \exp \left[ -4 n \left( \hat x-\frac12\right)^2 \right][/tex]<br /> <br /> I can't seem to deduce where the factor of [itex]\sqrt n[/itex] comes up.[/tex][/tex][/tex]
 
Physics news on Phys.org
Nobody? Nothing?
 

Similar threads

Replies
20
Views
2K
  • · Replies 11 ·
Replies
11
Views
2K
  • · Replies 16 ·
Replies
16
Views
3K
  • · Replies 105 ·
4
Replies
105
Views
11K
  • · Replies 11 ·
Replies
11
Views
3K
Replies
7
Views
1K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 6 ·
Replies
6
Views
2K
Replies
2
Views
2K
  • · Replies 34 ·
2
Replies
34
Views
3K