Volume of a three dimensional gaussian

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Homework Help Overview

The discussion revolves around finding the volume of a three-dimensional Gaussian function expressed as exp\left [ \frac{-x^2}{\sigma_{x}} + \frac{-y^2}{\sigma_{y}} + \frac{-z^2}{\sigma_{z}} \right ]. Participants explore the implications of the Gaussian's infinite extent and the appropriate integration methods to compute the volume.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • The original poster attempts to set up a triple integral for the Gaussian function but expresses uncertainty about the correct formulation. Some participants question the use of a product versus a sum in the exponent and discuss the implications of integrating in three dimensions versus four dimensions.

Discussion Status

Participants are actively engaging with the problem, clarifying misunderstandings about dimensionality and integration. There is acknowledgment that the volume concept may be misleading, with suggestions to think of the function in terms of mass density instead.

Contextual Notes

There is some confusion regarding the dimensionality of the volume being calculated, with references to both three-dimensional and four-dimensional spaces. The original poster's intent to find a volume using a double integral is also questioned, as it is suggested that a three-dimensional integral is necessary.

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Homework Statement


How can I find the volume of a three dimensional gaussian exp\left [ \frac{-x^2}{\sigma_{x}} \frac{-y^2}{\sigma_{x}}\frac{-z^2}{\sigma_{z}} \right ] ? Since it is a gaussian, the volume should actually extend to infinity. It seems like there should be a simple double or triple integral, but I can't figure out how to set it up.

Homework Equations


The Attempt at a Solution



I multiplied the integral of each gaussian over all space (and of course each of these integrals converges)
V = \int_{-\infty}^{\infty}exp\left [ \frac{-x^2}{\sigma_{x}} \right ]\int_{-\infty}^{\infty}exp\left [ \frac{-y^2}{\sigma_{y}} \right ]\int_{-\infty}^{\infty}exp\left [ \frac{-z^2}{\sigma_{z}} \right ], but I'm not sure if this is right.Thanks
 
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That should be correct.
The volume (as seen in a 4-dimensional space) extends to +- infinity in all directions, but its height (=function value) drops so quickly that the total volume remains finite.
 
Hopefully you have a sum in the exp and not a product.
 
Yes, that was meant to be a sum, not a product.

How is the volume in 4D space? I had wanted to find the volume in 3D space, which should only requires a double integral. But I was not sure how to account for the density of the function changing in all three directions.
 
LizardCobra said:
Yes, that was meant to be a sum, not a product.

How is the volume in 4D space? I had wanted to find the volume in 3D space, which should only requires a double integral. But I was not sure how to account for the density of the function changing in all three directions.

No: volume in 3d requires a 3-dimensional integral (see any calculus textbook). Anyway, I think the use of the word "volume" is unnecessary and maybe misleading: you just need to compute an integral of some function over some 3-dimensional region. Period.
 
LizardCobra said:
Yes, that was meant to be a sum, not a product.

How is the volume in 4D space? I had wanted to find the volume in 3D space, which should only requires a double integral. But I was not sure how to account for the density of the function changing in all three directions.

You don't find the volume of a function f(x,y,z), you think of it as a mass density and find the total mass by integrating dxdydz.
 
That makes much more sense. Thank you!
 

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