MHB Hence, the derivative of d/dx (x*x') is (d/dx)x*x'+x*x

  • Thread starter Thread starter Fernando Revilla
  • Start date Start date
  • Tags Tags
    Derivative
Click For Summary
The discussion focuses on finding the derivative of the expression d/dx (x*x'), where x is a vector and x' is its transpose, resulting in a matrix rather than a norm. The derivative of matrix products is established using the product rule, which states that the derivative of the product of two matrices A and B is given by the sum of the derivative of A multiplied by B and A multiplied by the derivative of B. Applying this rule to the specific case of AA^T leads to the conclusion that the derivative can be expressed as the sum of two terms involving the derivatives of A and its transpose. This mathematical framework is crucial for understanding derivatives in the context of matrix calculus. The discussion provides clarity on the differentiation of matrix products, emphasizing the importance of the product rule in this context.
Fernando Revilla
Gold Member
MHB
Messages
631
Reaction score
0
I quote a question from Yahoo! Answers

What is the derivative of d/dx (x*x') where x is a vector and x' denotes x transpose (note that x*x' is a matrix, and not the norm of x!)

I have given a link to the topic there so the OP can see my response.
 
Mathematics news on Phys.org
In general, if $A=[a_{ij}(x)],\;B=[b_{ij}(x)]$ are matrices $n\times n$ with $a_{ij}(x)$ and $b_{ij}(x)$ differentiable real funtions defined on the open interval $(\alpha,\beta)$, its derivative matrices are defined by $$\frac{d}{dx}A=\left[\frac{d}{dx}a_{ij}(x)\right],\;\frac{d}{dx}B=\left[\frac{d}{dx}b_{ij}(x)\right]$$ Using the product formula: $$A(x)B(x)=C(x)=[c_{ij}(x)] \quad \left(c_{ij}(x)=\sum_{k=1}^na_{ik}(x)b_{kj}(x) \right)$$
it is easy to prove the relation on $(\alpha,\beta)$ $$\frac{d}{dx}(AB)=\left(\frac{d}{dx}A\right)B+A \left(\frac{d}{dx}B\right) $$
as a consequence $$\frac{d}{dx}(AA^T)=\left(\frac{d}{dx}A\right)A^T+A\left(\frac{d}{dx}A^T\right)=\left(\frac{d}{dx}A\right)A^T+A\left(\frac{d}{dx}A\right)^T$$
 

Similar threads

  • · Replies 11 ·
Replies
11
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
Replies
1
Views
1K
  • · Replies 1 ·
Replies
1
Views
2K
Replies
2
Views
2K
  • · Replies 5 ·
Replies
5
Views
1K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 17 ·
Replies
17
Views
2K
  • · Replies 23 ·
Replies
23
Views
2K