This is an invalid argument about eigenvalues, but why?

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Discussion Overview

The discussion revolves around the properties of eigenvalues and eigenvectors, specifically addressing a perceived fallacy in the argument regarding the generation of eigenvalues from eigenvectors. Participants explore the implications of scaling eigenvectors and the algebraic relationships involved, with a focus on clarifying misunderstandings related to eigenvalue definitions and properties.

Discussion Character

  • Technical explanation
  • Conceptual clarification
  • Debate/contested

Main Points Raised

  • One participant expresses confusion about an argument involving eigenvalues and requests clarification on a perceived fallacy.
  • Another participant explains that scaling an eigenvector by a constant results in another eigenvector corresponding to the same eigenvalue.
  • A participant acknowledges their misunderstanding, suggesting that they incorrectly inferred that scaling an eigenvalue could yield a different eigenvalue.
  • Further clarification is provided that the algebraic manipulation does not lead to new eigenvalues but rather confirms the existing relationship between eigenvectors and eigenvalues.
  • Participants point out typographical errors and express gratitude for the constructive feedback received during the discussion.
  • One participant admits to feeling embarrassed about their initial misunderstanding but appreciates the supportive nature of the community.

Areas of Agreement / Disagreement

Participants generally agree on the algebraic properties of eigenvectors and eigenvalues, but there is a lack of consensus on the implications of scaling eigenvectors and the initial argument presented. The discussion remains somewhat unresolved regarding the interpretation of the original claim about generating new eigenvalues.

Contextual Notes

Some limitations in the discussion include potential misunderstandings of the definitions of eigenvalues and eigenvectors, as well as the algebraic steps involved in the manipulation of these concepts. The discussion does not resolve the initial confusion about the argument's validity.

nomadreid
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TL;DR
The following argument is obviously wrong somewhere. If a is an eigenvector for the matrix M, then for each of its eigenvectors v, Mv=av. But then for any nonzero k, M(k*v)= (a/k)(k*v), so that for M, a/k is an eigenvector for the eigenvector k*v. This would lead to the absurdity that if an eigenvalue exists, then everything is an eigenvalue for the matrix.
The fallacy in the summary is not covered in the sites discussing eigenvalues, so there must be something blindingly and embarrassingly obvious that is wrong. I would be grateful if someone would point it out. Thanks.
 
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Not sure what you did there. If ##v## is an eigenvector of eigenvalue ##a##, then ##M(kv) = k(Mv) = k(av) = a(kv)## which means that ##kv## is also an eigenvector of the same eigenvalue ##a##.
 
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ergospherical, thanks for the quick reply. Yes, your equations are correct showing that kv would also be an eigenvector of a, but this just says that an eigenvalue will have an infinite number of eigenvectors. However, I am saying (somehow incorrectly) that a/k would be another eigenvalue of kv. Let me restate my (faulty) argument: let kv = w, and let a/k = b. Then Mw=bw. (because Mv=av). That is, b is an eigenvalue of M, different to a (and with a different eigenvector, but that is beside the point). But I shouldn't be able to generate eigenvalues like this.
 
nomadreid said:
Let me restate my (faulty) argument: let kv = w, and let a/k = b. Then Mw=bw. (because Mv=av). That is, b is an eigenvalue of M, different to a (and with a different eigenvector, but that is beside the point). But I shouldn't be able to generate eigenvalues like this.
You're just messing up the algebra and introducing an extraneous factor of ##k## for some reason. ##Mv=av \implies M(kv) = a(kv) \implies Mw = aw##.
 
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ergospherical, I thank you very much for your patience. I see my error (and not sure why I didn't see it before -- but that is often the case with silly mistakes,no?). I am grateful that you answered rather than simply dismissing it as silly. Thread can thus be closed and forgotten.
 
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nomadreid said:
But then for any nonzero k, M(k*v)= (a/k)(k*v), so that for M, a/k is an eigenvector for the eigenvector k*v.
Aside from the error already pointed out, the above should read "an eigenvalue for the eigenvector kv."
 
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Mark44, oops, thanks for pointing that typo out... more egg on my face...o:)
 
You showed that ##kv## is an eigenvector corresponding to the eigenvalue ##ak^{-1}##.
 
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Thank you, nuuskur. That is indeed what I inadvertently proved instead of what I set out to do; very embarrassing basic error. :sorry:Thankfully, the people at Physics Forums are a nice group that don't rub it in.
 

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