Eigenvectors and the dot product

Click For Summary
SUMMARY

The discussion focuses on the properties of symmetric matrices, specifically matrix A defined as A = [[a, b], [b, d]]. It establishes that symmetric matrices always have real eigenvalues and that eigenvectors corresponding to distinct eigenvalues are orthogonal. The key insight is derived from the equality of the inner products and , leveraging the symmetry of matrix A to demonstrate that the dot product of eigenvectors V1 and V2 equals zero when their eigenvalues are different.

PREREQUISITES
  • Understanding of symmetric matrices in linear algebra
  • Knowledge of eigenvalues and eigenvectors
  • Familiarity with inner product spaces
  • Basic concepts of linear transformations
NEXT STEPS
  • Study the properties of symmetric matrices in linear algebra
  • Learn about the spectral theorem for symmetric matrices
  • Explore the concept of orthogonality in vector spaces
  • Investigate the implications of the dot product in eigenvector analysis
USEFUL FOR

Students and professionals in mathematics, particularly those studying linear algebra, as well as anyone interested in the properties of symmetric matrices and their applications in various fields such as physics and engineering.

hover
Messages
342
Reaction score
0

Homework Statement



Suppose the the matrix A is symmetric, meaning that
A =

a b
b d

Show that for any symmetric matrix A there are always real eigenvalues. Also, show that
the eigenvectors corresponding to two di erent eigenvalues are always orthogonal; that is,
if V1 and V2 are the eigenvectors for eigenvalues \lambda1 and \lambda2, with \lambda1 not equal to \lambda2, then the dot
product V1 * V2 = 0.
HINT: Compare \lambda1V1*V2 to V1*\lambda2V2 .


Homework Equations



-

The Attempt at a Solution



I was able to show that any eigenvalue from this matrix would always be positive. That wasn't too bad. Its the second part that is tripping me up. I don't get how the hint is really all that helpful. I want to find values of V1 and V2 don't I? I'm confused.
 
Physics news on Phys.org
You don't need to find the eigenvectors explicitly. All you need to show is that their dot product is zero.

Consider <Av1,v2> and <v1,Av2> and, using the fact that A is symmetric, show that they are equal.
 

Similar threads

  • · Replies 3 ·
Replies
3
Views
2K
Replies
6
Views
1K
Replies
8
Views
3K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 5 ·
Replies
5
Views
14K
Replies
3
Views
2K
Replies
11
Views
6K
  • · Replies 13 ·
Replies
13
Views
3K
  • · Replies 1 ·
Replies
1
Views
5K
Replies
7
Views
4K