Prove the eigenvectors are linearly independent

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Homework Help Overview

The problem involves proving that the real and imaginary parts of a complex eigenvector corresponding to a non-real eigenvalue of a matrix are linearly independent. The context is linear algebra, specifically focusing on eigenvalues and eigenvectors.

Discussion Character

  • Exploratory, Assumption checking, Problem interpretation

Approaches and Questions Raised

  • Participants discuss the implications of assuming linear dependence between the real and imaginary parts of the eigenvector. Some express confusion about how to derive a contradiction from this assumption.

Discussion Status

The discussion is ongoing, with participants attempting to work through the implications of the eigenvector's properties. Some have provided algebraic manipulations and are exploring the relationships between the components of the eigenvector, while others are questioning their interpretations and calculations.

Contextual Notes

There is mention of a hint suggesting a contradiction approach, and participants are grappling with the algebraic expressions provided by their instructor. The complexity of handling complex eigenvalues and eigenvectors is a focal point of the discussion.

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Homework Statement


Suppose that a matrix A has real entries (which we always assume) and a complex
(non-real) eigenvalue  \lambda= a + ib , with b not equal to 0. Let W = U + iV be the corresponding
complex eigenvector, having real and imaginary parts U and V , respectively. Show that
U and V are necessarily linearly independent (meaning that one vector is not a scalar
multiple of the other).
HINT: Argue by contradiction: suppose that U and V are dependent, say, V = rU for
some scalar r, and derive a contradiction (that is, a statement that follows logically from
the supposition, but which is false, such as 0 > 1).



Homework Equations



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The Attempt at a Solution



This question confuses me because I don't even know how to go about it or where to start. How should I do this? Where do I begin??

Thanks!
 
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U+irU being an eigenvector of A with eigenvalues a+bi means that

A(U+irU)=(a+bi)(U+irU)

Work out the parantheses on both sides and try to reach a contradiction...
 
Sorry to revive this question, but I have the same assignment and I'm drawing a blank as to the solution.

I see no contradiction. Our teacher gave us that

A(W) = A(U) + iA(V) = (aU - bV) + i(aV + bU),

so, applying this to micromass's equation, I get

A(U + irU) = (a-br)U + i(ar+b)U,

which is consistent with what I get if I multiply everything out in

(a+bi)(U+irU).

What am I doing wrong?
 
sabrathos said:
Sorry to revive this question, but I have the same assignment and I'm drawing a blank as to the solution.

I see no contradiction. Our teacher gave us that

A(W) = A(U) + iA(V) = (aU - bV) + i(aV + bU),

so, applying this to micromass's equation, I get

A(U + irU) = (a-br)U + i(ar+b)U,

which is consistent with what I get if I multiply everything out in

(a+bi)(U+irU).

What am I doing wrong?

Keep going. So AU+irAU=(a-br)U+i(ar+b)U. Equate real and imaginary parts. So AU=(a-br)U and rAU=(b+ar)U. Can you finish up?
 

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