Second Derivative of Determinant of Matrix?

Click For Summary

Discussion Overview

The discussion revolves around the second derivative of the determinant of a matrix, exploring the mathematical expressions involved and the challenges in calculating the derivative of the inverse of a matrix. Participants engage in theoretical reasoning and mathematical derivation related to determinants and their derivatives.

Discussion Character

  • Technical explanation
  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • One participant cites a formula for the first derivative of a determinant and attempts to derive the second derivative, expressing uncertainty about calculating the derivative of the inverse of a matrix.
  • Another participant suggests using the closed formula for determinants to facilitate calculations.
  • A different participant references their previous work on the first derivative of the determinant, providing a specific expression that includes the inverse of the matrix.
  • There are repeated inquiries about using the identity involving the determinant of the product of a matrix and its inverse to aid differentiation.
  • Some participants question whether the identity matrix in the determinant equation should simply be represented as 1, indicating a potential misunderstanding or clarification need.

Areas of Agreement / Disagreement

Participants express various viewpoints on the methods to derive the second derivative and the implications of the determinant identity, indicating that there is no consensus on the best approach or interpretation of the mathematical expressions involved.

Contextual Notes

Participants have not resolved the specific steps needed to differentiate the inverse of a matrix, and there are assumptions about the applicability of certain identities that remain unexamined.

brydustin
Messages
201
Reaction score
0
Hi all...


I've read on wikipedia (facepalm) that the first derivative of a determinant is

del(det(A))/del(A_ij) = det(A)*(inv(A))_j,i

If we go to find the second derivative (applying power rule), we get:

del^2(A) / (del(A)_pq) (del (A)_ij) = {del(det(A))/del(A_pq)}*(inv(A))_j,i + det(A)*{del(inv(A)_j,i) / del(A_pq)}

I have no clue how to calculate the derivative of the inverse of a matrix with respect to changing the values in the original matrix:
I.E. del(inv(A)_j,i) / del(A_pq)

Also... would be nice if someone could prove the first statement for the first derivative of the determinant.

Thanks!
 
Physics news on Phys.org
You can use the closed formula ##\det A = \sum_{\sigma \in \operatorname{Sym}(n)} \operatorname{sgn}(\sigma) \prod_{k=1}^n A_{k\sigma(k)}## and calculate.
 
I have written about the first derivative of the determinant here

https://www.physicsforums.com/threa...-cofactor-and-determinant.970419/post-6165630
given a matrix ##A## that depends on some variable ##x##: ##A_{ij}=A_{ij}\left(x\right)##, the derivative of its determinant (##A=\mbox{det}\left(A\right)##) is:

##\partial_x A = A \left(A^{-1} \right)_{ji} \partial_x A_{ij}##

if ##x\to A_{sk}## then ##\partial_{x} A_{ij} \to \delta_{si}\delta_{kj}## so:##\partial_{A_{sk}} A = A \left(A^{-1} \right)_{ks} ##
 
Last edited by a moderator:
brydustin said:
Hi all...I've read on wikipedia (facepalm) that the first derivative of a determinant is

del(det(A))/del(A_ij) = det(A)*(inv(A))_j,i

If we go to find the second derivative (applying power rule), we get:

del^2(A) / (del(A)_pq) (del (A)_ij) = {del(det(A))/del(A_pq)}*(inv(A))_j,i + det(A)*{del(inv(A)_j,i) / del(A_pq)}

I have no clue how to calculate the derivative of the inverse of a matrix with respect to changing the values in the original matrix:
I.E. del(inv(A)_j,i) / del(A_pq)

Also... would be nice if someone could prove the first statement for the first derivative of the determinant.

Thanks!
Can't you use ##Det(AA^{-1})=Id ## to differentiate?
 
WWGD said:
Can't you use ##Det(AA^{-1})=Id ## to differentiate?
... and shouldn't the trace be ##D_{Id}\det A\,##?
 
WWGD said:
Can't you use ##Det(AA^{-1})=Id ## to differentiate?
Shouldn't Id in the above equation be just 1? ##Det(I) = 1##.
 
Mark44 said:
Shouldn't Id in the above equation be just 1? ##Det(I) = 1##.
Ah,yes,Duh myself.
 

Similar threads

  • · Replies 20 ·
Replies
20
Views
3K
  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 20 ·
Replies
20
Views
3K
  • · Replies 1 ·
Replies
1
Views
6K
  • · Replies 8 ·
Replies
8
Views
5K
  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 2 ·
Replies
2
Views
4K
  • · Replies 4 ·
Replies
4
Views
3K
Replies
7
Views
19K
Replies
1
Views
2K