Derivatives of (e.g.) functions between matrices

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SUMMARY

The discussion centers on the challenges of calculating derivatives of functions between matrices, specifically in the context of differentiability and continuously differentiable functions. The user seeks assistance with problems from a worksheet, particularly focusing on questions related to matrix derivatives, such as showing that the function f(A) = A4 is differentiable and finding the formula for Df|A. The limit of the difference quotient is highlighted as a key method for evaluating these derivatives, emphasizing the unique aspects of matrix calculus compared to traditional calculus.

PREREQUISITES
  • Understanding of matrix calculus
  • Familiarity with the concept of differentiability in higher dimensions
  • Knowledge of limit processes in calculus
  • Basic proficiency in linear algebra
NEXT STEPS
  • Study the definition and properties of matrix derivatives
  • Learn about the differentiability of matrix functions
  • Explore the limit of the difference quotient in the context of matrices
  • Investigate examples of continuously differentiable functions in matrix analysis
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Students and researchers in mathematics, particularly those focusing on advanced calculus, linear algebra, and matrix analysis, will benefit from this discussion.

Mathmos6
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Hi there all,

I've been doing some work to try and keep myself sharp over the holidays but I've reached a point where I'm doing maths I have no notes for, and one particular topic has me completely stuffed - a few more difficult derivatives, primarily between matrices.

http://www.dpmms.cam.ac.uk/site2002/Teaching/IB/AnalysisII/2008-2009/08sheet4.pdf

This is my last worksheet and although I managed to fumble my way through the first 2 parts of Q6, I haven't got a clue how to approach Qns 2, the rest of 6, all of 7, 8, and 10 - i.e. the majority of the questions! I can't find the definition of a derivative for these situations anywhere online, nor for 'continuously differentiable' in cases other than R^n.

However much help I can get, even things like just definitions or an example of one of these questions would be really really appreciated, this is the only thing I can't seem to get moving on in all my work so the more assistance I can get the better.

Thankyou -very- much in advance!
 
Last edited by a moderator:
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Mathmos6 said:
Hi there all,

I've been doing some work to try and keep myself sharp over the holidays but I've reached a point where I'm doing maths I have no notes for, and one particular topic has me completely stuffed - a few more difficult derivatives, primarily between matrices.

http://www.dpmms.cam.ac.uk/site2002/Teaching/IB/AnalysisII/2008-2009/08sheet4.pdf

This is my last worksheet and although I managed to fumble my way through the first 2 parts of Q6, I haven't got a clue how to approach Qns 2, the rest of 6, all of 7, 8, and 10 - i.e. the majority of the questions! I can't find the definition of a derivative for these situations anywhere online, nor for 'continuously differentiable' in cases other than R^n.

However much help I can get, even things like just definitions or an example of one of these questions would be really really appreciated, this is the only thing I can't seem to get moving on in all my work so the more assistance I can get the better.

Thankyou -very- much in advance!

For 2, the problem is to show that, for A [itex]\in[/itex] Mn, and f(A) = A4, that f is differentiable, and to find a formula for Df |A.

The usual way to find a derivative is to evaluate the limit of the difference quotient. That is, to evaluate this limit:
[tex]\lim_{H \rightarrow 0}H^{-1}[f(A + H) - f(A)][/tex]

The obvious differences between this limit and the form you've no doubt seen before are 1) 0 is the nxn zero matrix, and 2) instead of dividing by h, we're multiplying by H-1.

This same tactic might be of help to you in #6 as well.
 
Last edited by a moderator:

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