Finding SVD of Matrix H: Summing H1 and H2's SVD Values?

  • Context: Undergrad 
  • Thread starter Thread starter EngWiPy
  • Start date Start date
  • Tags Tags
    Matrix Svd
Click For Summary
SUMMARY

The discussion centers on the singular value decomposition (SVD) of a matrix H defined as the sum of two matrices H1 and H2. It is established that the singular values of H1 and H2 cannot simply be summed to obtain the singular values of H. A counterexample is provided where both H1 and H2 are nonsingular, yet their sum H1 + H2 results in a singular matrix, demonstrating that at least one singular value of H is zero despite all singular values of H1 and H2 being positive.

PREREQUISITES
  • Understanding of singular value decomposition (SVD)
  • Knowledge of matrix operations, specifically matrix addition
  • Familiarity with concepts of singular and nonsingular matrices
  • Basic linear algebra principles
NEXT STEPS
  • Study the properties of singular and nonsingular matrices
  • Learn about the implications of matrix addition on singular values
  • Explore advanced topics in linear algebra, such as matrix rank
  • Investigate applications of SVD in data science and machine learning
USEFUL FOR

Mathematicians, data scientists, and students studying linear algebra who are interested in understanding the nuances of singular value decomposition and its implications in matrix theory.

EngWiPy
Messages
1,361
Reaction score
61
Hi,

I need to find the singular value decomposition (SVD) of a matrix H=H1+H2. Is this equivalent to sum the SVD values of H1 and H2?

Thanks
 
Physics news on Phys.org
No. For a counterexample, suppose H1 and H2 are both nonsingular but H1+H2 is singular.

All the singular values of H1 and H2 are positive, but at least one singular value of H1+H2 is zero.
 
AlephZero said:
No. For a counterexample, suppose H1 and H2 are both nonsingular but H1+H2 is singular.

All the singular values of H1 and H2 are positive, but at least one singular value of H1+H2 is zero.

Ok. Thanks.
 

Similar threads

  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 10 ·
Replies
10
Views
3K
  • · Replies 6 ·
Replies
6
Views
4K
  • · Replies 10 ·
Replies
10
Views
2K
  • · Replies 2 ·
Replies
2
Views
3K
  • · Replies 4 ·
Replies
4
Views
4K