Why Are Eigenvectors with Complex Eigenvalues Linearly Independent?

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Homework Help Overview

The discussion centers around a linear algebra problem involving a matrix A with real entries and its complex eigenvalue λ=α+iβ, where β is non-zero. The original poster seeks to demonstrate that the eigenvectors Y1 and Y2, derived from the complex eigenvector Y0, are linearly independent.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the implications of assuming Y1 and Y2 are linearly dependent and explore the resulting equations derived from the eigenvalue equation. There is a focus on separating real and imaginary parts to derive relationships between Y1 and Y2.

Discussion Status

Participants are actively engaging with the problem, attempting to manipulate the eigenvalue equation and questioning the implications of linear dependence. Some guidance has been offered regarding the next steps to take in the reasoning process, particularly in how to approach the derived equations.

Contextual Notes

There is an emphasis on the condition that β does not equal 0, which is critical to the discussion of linear independence. Participants are also reminded that A, Y1, Y2, α, and β are all real, which may influence the interpretation of the equations being discussed.

Dusty912
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Homework Statement


Suppose the matrix A with real entries has the complex eigenvalue λ=α+iβ, β does not equal 0. Let Y0 be an eigenvector for λ and write Y0=Y1 +iY2 , where Y1 =(x1, y1) and Y2 =(x2, y2) have real entries. Show that Y1 and Y2 are linearly independent.
[Hint: Suppose they are not linearly independent. Then (x2, y2)=k(x1, y1[/SUB) for some constant k. Then Y0=(1+ik)Y1. Then use the fact that Y0 is an eigenvector of A and that AY1 contains no imaginary part.

Homework Equations


AY=λY

The Attempt at a Solution


Honestly, not too sure where to start for this one. I know I should begin by considering the scenario where Y1 and Y2 are not linearly independent, but I do not know where I should begin with this information. Thanks for your help :)
 
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Dusty912 said:

Homework Statement


Suppose the matrix A with real entries has the complex eigenvalue λ=α+iβ, β does not equal 0. Let Y0 be an eigenvector for λ and write Y0=Y1 +iY2 , where Y1 =(x1, y1) and Y2 =(x2, y2) have real entries. Show that Y1 and Y2 are linearly independent.
[Hint: Suppose they are not linearly independent. Then (x2, y2)=k(x1, y1[/SUB) for some constant k. Then Y0=(1+ik)Y1. Then use the fact that Y0 is an eigenvector of A and that AY1 contains no imaginary part.

Homework Equations


AY=λY

The Attempt at a Solution


Honestly, not too sure where to start for this one. I know I should begin by considering the scenario where Y1 and Y2 are not linearly independent, but I do not know where I should begin with this information. Thanks for your help :)
You have ##A Y_0 = \lambda Y_0##, ##\lambda = \alpha +i \beta## and ##Y_0= Y_1+iY_2##.
Start by expressing ##A Y_0 = \lambda Y_0## in terms of the real numbers ##\alpha, \beta## and the real vectors ##Y_1, Y_2##.
 
okay so I would have A(Y1 + iY2)=(α+iβ)(Y1 + iY2)
and then I suppose I would multiply this out
 
Dusty912 said:
okay so I would have A(Y1 + iY2)=(α+iβ)(Y1 + iY2)
and then I suppose I would multiply this out
Yes, do that. Remember that ##A, Y_1, Y_2, \alpha, \beta## are all real. This will give you two equations (by setting the real and imaginary parts of the resulting equation equal to each other).
Then assume that ##Y_1, Y_2## are linearly dependent, and see what that gives. At this stage, remember that ##\beta \neq 0##.

(Or you could reverse the order, first assume that ##Y_1, Y_2## are linearly dependent, and then do the multiplication.)
 
Last edited:
okay so the two equations I get (by setting the real and imaginary parts of the resulting equation equal to each other) is:
AiY2= iβY1 +αiY2 and AY1Y1Y2

but now what from here?
 
Dusty912 said:
okay so the two equations I get (by setting the real and imaginary parts of the resulting equation equal to each other) is:
AiY2= iβY1 +αiY2 and AY1Y1Y2

but now what from here?
So you have ##AY_2=\beta Y_1 +\alpha Y_2##, ##AY_1=\alpha Y_1 - \beta Y_2## (*).

You want to prove that ##Y_1, Y_2## are linearly independent.
Assume that they are linearly dependent: that means that ##\exists k \in \mathbb R, k\neq 0## such that ##Y_1=k Y_2##.
Plug this in into the equations (*).
 

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