Matrix condition number question

  • Context: Undergrad 
  • Thread starter Thread starter tim51
  • Start date Start date
  • Tags Tags
    Condition Matrix
Click For Summary
SUMMARY

The discussion centers on the applicability of condition numbers to non-square matrices, specifically in the context of MATLAB's capabilities. While the traditional definition of condition number, defined as cond(A) = ||A||.||A^-1||, applies to square matrices, MATLAB can compute condition numbers for non-square matrices. This is significant as it indicates that condition numbers can provide insights into rank deficiency in least squares analysis, despite the absence of an inverse for non-square matrices.

PREREQUISITES
  • Understanding of matrix theory and linear algebra concepts
  • Familiarity with MATLAB for numerical computations
  • Knowledge of condition numbers and their significance in numerical analysis
  • Basic principles of least squares analysis
NEXT STEPS
  • Research the computation of condition numbers in MATLAB for non-square matrices
  • Explore the implications of rank deficiency in least squares problems
  • Study the mathematical foundations of condition numbers in linear algebra
  • Learn about alternative methods for analyzing non-square matrices
USEFUL FOR

Mathematicians, data scientists, engineers, and anyone involved in numerical analysis or working with least squares methods in MATLAB.

tim51
Messages
3
Reaction score
0
Hey,

I've been studying condition numbers for matrices. I found a past exam question that asks if the notion of condition numbers can be used for non-square matrices.

Intuitively I thought it couldn't because cond(A) = ||A||.||A^-1|| and non-square matrices have no inverse. But MATLAB will calculate it?

Why do condition numbers exist for non-square matricies and do they have any meaning at all?

Thanks.
 
Physics news on Phys.org
Least squares analysis involves non-square matrices and condition number is a meaure of rank deficiency.
 

Similar threads

  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 69 ·
3
Replies
69
Views
11K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 12 ·
Replies
12
Views
2K
Replies
12
Views
4K
  • · Replies 25 ·
Replies
25
Views
4K
  • · Replies 9 ·
Replies
9
Views
3K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 2 ·
Replies
2
Views
2K