Effortlessly Solve C^{2} Functions with Quick and Simple Tips | Get Help Now!

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SUMMARY

This discussion focuses on proving the relationship between the gradients of a C² function and its transformation via a matrix. Specifically, given a C² function u in Rⁿ and an n x n matrix A, the proof shows that the gradient of v(x) defined as v(x) = u(Ax) is given by ∇v(x) = Aᵀ ∇u(Ax). The key insight is the application of the chain rule in multivariable calculus, which simplifies the expression for the gradient of the transformed function.

PREREQUISITES
  • Understanding of C² functions in Rⁿ
  • Familiarity with matrix calculus
  • Knowledge of the chain rule in multivariable calculus
  • Ability to work with gradients and their notation
NEXT STEPS
  • Study the chain rule in the context of multivariable calculus
  • Explore gradient transformations in matrix calculus
  • Learn about C² function properties and their implications
  • Practice writing and formatting mathematical expressions using LaTeX
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Students and professionals in mathematics, particularly those studying calculus and linear algebra, as well as anyone involved in mathematical proofs and transformations of functions.

coolalac
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HELP PLEASE! Quick and simple!

Hey I was wondering if you'll could help. I was told that this is a simple proof but have been working on it for ages and can't get it:

Suppose u is a [tex]C^{2}[/tex] function in [tex]R^{n}[/tex]. Given an nxn matrix, A define v(x):= u(Ax). Show that ([tex]\nabla[/tex]v)(x) = [tex]A^{T}[/tex] . [tex]\nabla[/tex]u(Ax)

(Note the grad u(Ax) isn't supposed to be superscripted I just don't know how to put it in the same line!)

Pleaseeee help!
Thanks
 
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coolalac said:
Hey I was wondering if you'll could help. I was told that this is a simple proof but have been working on it for ages and can't get it:

Suppose u is a [tex]C^{2}[/tex] function in [tex]R^{n}[/tex]. Given an nxn matrix, A define v(x):= u(Ax). Show that ([tex]\nabla[/tex]v)(x) = [tex]A^{T}[/tex] . [tex]\nabla[/tex]u(Ax)

(Note the grad u(Ax) isn't supposed to be superscripted I just don't know how to put it in the same line!)
You put every thing on the same line by putting the entire formula inside [ tex ] and [ /tex ], not just bits and pieces:
[tex]\nabla v(x)= A^T\nambla u(Ax)[/tex]
Much simpler to write and to read!

Pleaseeee help!
Thanks
It is, essentially, the "chain rule". v(x)= u(Ax) so [itex]\nabla v(x)= \nabla u(x) d(Ax)/dt= \nabla u(x) A = A^T \nabla u(x)[/itex].
 

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