Gaussian distribution characteristic function

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SUMMARY

The discussion centers on the characteristic function of the normal distribution, specifically the manipulation involving the term \( t^2\sigma^2/2 \). The process of "completing the square" is highlighted as a key technique used to simplify the integrand. The final expression involves \( Ae^{(it\mu - \frac{t^2\sigma^2}{2})} \int_{-\infty}^{\infty} e^{-\frac{(\alpha - it\sigma^2)^2}{c^2}} d\alpha \). Corrections were made regarding the presence of \( \sigma^4 \) instead of \( \sigma^2 \) and \( c^2 \) in the denominator.

PREREQUISITES
  • Understanding of Gaussian distribution and its properties
  • Familiarity with characteristic functions in probability theory
  • Knowledge of complex exponentials and integrals
  • Proficiency in algebraic manipulation, specifically completing the square
NEXT STEPS
  • Study the derivation of the characteristic function for various distributions
  • Learn about the implications of the Central Limit Theorem on Gaussian distributions
  • Explore advanced integration techniques, particularly in complex analysis
  • Investigate the role of the parameter \( c \) in the context of normal distributions
USEFUL FOR

Mathematicians, statisticians, and students studying probability theory, particularly those focusing on normal distributions and characteristic functions.

senobim
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Hello, guys. I am trying to solve for characteristic function of normal distribution and I've got to the point where some manipulation has been made with the term in integrands exponent. And a new term of t2σ2/2 has appeared. Could you be so kind and explain that to me, please.

=Ae^{it\mu}\int_{-\infty}^{\infty}e^{-\frac{1}{c^2}(\alpha^{2}-i2t\sigma ^{2}\alpha)}d\alpha=Ae^{(it\mu-\frac{t^{2}\sigma^{2}}{2})}\int_{-\infty}^{\infty}e^{-\frac{(\alpha-it\sigma^{2})^{2}}{c^{2}}} d\alpha
 
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What was done is called "completing the square". e.g. take ## x^2+6x ##. You divide the x coefficient by 2 and square that result to complete the square: ## x^2+6x=x^2+6x+9-9 =(x+3)^2-9 ##. ( ## (6/2)^2=9 ##). You add it and also subtract it from the expression. editing ... In the case you presented, ## \alpha=x ##. ## \\ ## Additional editing: On closer inspection, the term should have ## \sigma^4 ## and not ## \sigma^2 ##, and it should have a ## c^2 ## in the denominator instead of a 2. No wonder it puzzled you !
 
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Nice! Thank you very much!
 
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