Which Eigenvector is Wrong for Finding Eigenvalues of a Matrix?

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Homework Help Overview

The discussion revolves around finding the eigenvalues and eigenvectors of a specified matrix. The original poster expresses confusion over identifying a potentially incorrect eigenvector among several candidates that seem to satisfy the eigenvector equation.

Discussion Character

  • Exploratory, Assumption checking, Conceptual clarification

Approaches and Questions Raised

  • The original poster attempts to determine which of their four identified eigenvectors is incorrect, having calculated eigenvalues using the determinant method. Participants question the accuracy of the eigenvalues derived and clarify the implications of eigenvector multiplicity.

Discussion Status

Participants are actively engaging in clarifying the nature of eigenvectors and their relationships to eigenvalues. There is acknowledgment of the multiplicity of eigenvalues and the allowance for linear combinations of eigenvectors. The discussion is ongoing, with some guidance provided regarding the existence of multiple valid eigenvectors for a given eigenvalue.

Contextual Notes

The original poster initially presented a matrix that contained a typographical error, which was later corrected. The discussion includes considerations of eigenvector independence and the implications of eigenvalue multiplicity.

:Buddy:
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Too many Eigenvectors!?

Homework Statement


I have to find the eigenvalues and eigenvectors of:

-1 2 -2
1 2 1
-1 -1 0

and I can find four eigenvectors I'm not sure how to tell which of my eigenvectors is
wrong as they all seem to satisfy Av=λv
(i also checked that they arent simply multiples of each other)

The Attempt at a Solution


i used
det(A-λI)=0
to get λ=-1,1,1

then i used the definition Av=λv

to get the eigenvectors
[0,1,-1], [1,-1,0], [1,0,-1], [1,-2,1]

im not sure which of these is wrong and why
 
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The eigenvalues of the matrix you showed are not -1,1,1. How did you conclude that? Is there a typo?
 


yes it was a typo sorry
the matrix was meant to be

-1 -2 -2
1 2 1
-1 -1 0
 


:Buddy: said:
yes it was a typo sorry
the matrix was meant to be

-1 -2 -2
1 2 1
-1 -1 0

Writing v1=[1,-1,0] and v2=[0,1,-1], v1 and v2 are both independent eigenvectors corresponding to the eigenvalue 1. And you are allowed to have two of those since the eigenvalue 1 has multiplicity 2. The other two vectors you wrote are v1+v2 and v1-v2. There are lots more eigenvectors corresponding the eigenvalue 1 as well, any linear combination of v1 and v2 will do. What you are missing is the eigenvector corresponding to the eigenvalue -1.
 
Last edited:


thanks! I hadn't realized that linear combinations would be solutions. I now have a correct ( I think) set of vectors

v1=[-1 1 0]
v2=[-1 0 1]
v3=[2 -1 1]

:)
 


One of the very first things you should have learned about eigenvectors is there is NOT a single unique eigenvector corresponding to a given eigenvalue. In fact, the set of all eigenvectors corresponding to a given eigenvalue form a subspace which necessarily contains linear combinations.
 

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