Eigenvalues of positive definite (p.d) matrix

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SUMMARY

The discussion centers on the properties of eigenvalues in the context of positive definite (p.d) matrices, specifically when combining two p.d matrices A and B to form C = A + B. It is established that C remains positive definite and its eigenvalues are positive. The relationship between the eigenvalues of C and those of A and B is acknowledged as non-trivial, with a suggestion to explore the geometric interpretation of these matrices as ellipsoids in n-space, as discussed in Gilbert Strang's MIT lectures.

PREREQUISITES
  • Understanding of positive definite matrices
  • Familiarity with eigenvalues and eigenvectors
  • Basic knowledge of linear algebra concepts
  • Geometric interpretation of matrices in n-space
NEXT STEPS
  • Study the geometric properties of positive definite matrices and their relation to ellipsoids
  • Investigate the implications of eigenvalue sharing between matrices
  • Explore the role of second-rank symmetric tensors in physics
  • Review Gilbert Strang's lectures on positive definite matrices for deeper insights
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Mathematicians, physicists, and students of linear algebra seeking to understand the properties and applications of positive definite matrices and their eigenvalues.

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If C = A +B where A,B are both p.d, than C is p.d and its eigenvalues are positive.

what can you say about the relationship between the eigenvalues of C, and A,B ?

Thanks.
 
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Hello,
There is for sure a (non-trivial) relationship but I cannot provide yet a concrete answer, because I myself am working on the same problem at the moment.

I can recall that real symmetric positive definite matrices have a geometrical interpretation: they represent (hyper)ellipsoids in n-space (check the relative lecture at MIT of Gilbert Strang here: http://www.mathvids.com/lesson/math...-tests-tests-for-minimum-and-ellipsoids-in-rn)
The eigenvectors of the matrix represent the directions of the ellipsoid radii, while the corresponding eigenvalues represent their lenghts.

I suspect that studying how addition of two PD matrices affects the geometry of the ellipsoids might give you at least a visual understanding and put you on the right track. I believe that such concepts are used in physics too, but physicists usually refer to 2nd-rank symmetric tensors.

Please if you find a solution to this problem post it here! This is an interesting problem. I also posted some similar questions here in PF, and (quite to my surprise) have never got any answer.
 
something useful might be only if they share an eigenvector
 

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