Proof: Eigenvalue λ = 0 for Non-Invertible Matrix A

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Homework Help Overview

The discussion revolves around properties of eigenvalues related to invertible matrices, specifically focusing on the implications of eigenvalue λ = 0 for non-invertible matrices. Participants are exploring the relationships between eigenvalues and matrix invertibility.

Discussion Character

  • Conceptual clarification, Assumption checking, Problem interpretation

Approaches and Questions Raised

  • Some participants attempt to prove that if λ is an eigenvalue of an invertible matrix A, then 1/λ is an eigenvalue of A^−1, questioning the definitions and properties involved. Others raise concerns about the correctness of certain algebraic manipulations and seek clarification on the meaning of eigenvalues.

Discussion Status

Participants are actively engaging with the definitions of eigenvalues and their implications for matrix invertibility. There are multiple interpretations being explored, particularly regarding the proof structure for the statement about λ = 0 being an eigenvalue of a non-invertible matrix.

Contextual Notes

Some participants note that the problem requires proving two propositions in an "if and only if" format, highlighting the need for a clear understanding of eigenvalues and matrix properties. There is also mention of confusion surrounding specific algebraic expressions and their validity.

pyroknife
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Let A be an invertible matrix. Show that if λ is
an eigenvalue of A, then 1/λ is an eigenvalue of
A^−1.det((A-λI))
det((A-λI)^-1)
=det(A^-1 - λ^-1 * I)
=det(A-1-1/λ*I)

Is this enough to show that?
Another question I have is:
Let A be an n × n matrix. Show that A is not
invertible if and only if λ = 0 is an eigenvalue
of A.

Not sure how to approach this prob.
det(A-λI)=0
det(A-0I)=0
det(A)=0

But idk how to show what the problem is asking.
 
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pyroknife said:
Let A be an invertible matrix. Show that if λ is
an eigenvalue of A, then 1/λ is an eigenvalue of
A^−1.det((A-λI))
det((A-λI)^-1)
=det(A^-1 - λ^-1 * I)
(Above) No... Is this some kind of new distributive property for exponents? Kind of like (a+ b)2 = a2 + b2?
pyroknife said:
=det(A-1-1/λ*I)

Is this enough to show that?
No. Start with what it means for λ to be an eigenvalue of A.
And what it means for λ-1 to be an eigenvalue of A-1.

IOW, start with some definitions.
 
Last edited:
pyroknife said:
Another question I have is:
Let A be an n × n matrix. Show that A is not
invertible if and only if λ = 0 is an eigenvalue
of A.

Not sure how to approach this prob.
det(A-λI)=0
det(A-0I)=0
det(A)=0

But idk how to show what the problem is asking.
This is an "if and only if" proof, so you have to prove two propositions:
1. If λ = 0 is an eigenvalue of A, then A is not invertible.
2. If A is not invertible, then λ = 0 is an eigenvalue of A.

For the first one, start with what it means for a number to be an eigenvalue of a matrix.
For the second one, what can you say about a matrix that does not have an inverse?
 
Mark44 said:
(Above) No... Is this some kind of new distributive property for exponents? Kind of like (a+ b)2 = a2 + b2?
No. Start with what it means for λ to be an eigenvalue of A.
And what it means for λ-1 to be an eigenvalue of A-1.

IOW, start with some definitions.

Let A be an invertible matrix. Show that if λ is
an eigenvalue of A, then 1/λ is an eigenvalue of
A^−1.
det((A-λI))
det((A-λI)^-1)
=det(A^-1 - λ^-1 * I)
=det(A-1-1/λ*I)

if λ is an eigenvalue of A then the following is true:
Av=λv where v=eigenvec
A^-1*Av=A^-1*(λv)=A^-1*Av=Iv
A^-1*Av=Iv=v
A^-1*λv=Iv=v
A^-1*v=(1/λ)*v
 
pyroknife said:
Let A be an invertible matrix. Show that if λ is
an eigenvalue of A, then 1/λ is an eigenvalue of
A^−1.
You can get rid of this stuff - it's wrong.
pyroknife said:
[STRIKE]det((A-λI))
det((A-λI)^-1)
=det(A^-1 - λ^-1 * I)
=det(A-1-1/λ*I)[/STRIKE]

if λ is an eigenvalue of A then the following is true:
Av=λv where v=eigenvec
And v has to be nonzero.
pyroknife said:
A^-1*Av=A^-1*(λv)=A^-1*Av=Iv
A^-1*Av=Iv=v
It seems like you're going around in a circle here.
Just from the left side above, we have A-1Av = Iv = v
pyroknife said:
A^-1*λv=Iv=v
A^-1*v=(1/λ)*v
From where you started, you want to end up with this statement:

A-1u = (1/λ)u
 
Mark44 said:
This is an "if and only if" proof, so you have to prove two propositions:
1. If λ = 0 is an eigenvalue of A, then A is not invertible.
2. If A is not invertible, then λ = 0 is an eigenvalue of A.

For the first one, start with what it means for a number to be an eigenvalue of a matrix.
For the second one, what can you say about a matrix that does not have an inverse?

1. If λ = 0 then det(A-λI)=0=det(A-0)=det(A) so A is not invertible
2. det(A)=0 if it doesn't have an inverse. so that means λ = 0
 

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