Diagonalization & Eigen vectors proofs

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Homework Help Overview

The discussion revolves around properties of diagonalizable matrices and their similarities, specifically focusing on the diagonalizability of transposed matrices, the similarity of squared matrices, and the self-similarity of matrices. Participants explore various proofs and reasoning related to these concepts.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • Participants attempt to show that if a matrix A is diagonalizable, then its transpose A^{T} is also diagonalizable, using similarity to diagonal matrices as a basis.
  • There is a discussion on proving that if matrices A and B are similar, then their squares A^{2} and B^{2} are also similar, with some questioning the necessity of extending the proof to k-th powers.
  • One participant raises a question about the self-similarity of a matrix A, pondering whether showing that A has the same eigenvalues as itself suffices for proof.
  • Another participant suggests a simpler approach by considering the identity matrix as a similarity transformation.

Discussion Status

The discussion is active, with participants providing feedback on each other's attempts and suggesting alternative approaches. Some guidance has been offered regarding the completeness of proofs and the assumptions required for certain statements.

Contextual Notes

Participants are navigating the constraints of homework rules, which may limit the depth of exploration into the proofs being discussed. There is an emphasis on ensuring that assumptions about diagonalizability are clearly stated and understood.

Bertrandkis
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Homework Statement


Question 1:
A) Show that if A is diagonalizable then A^{T} is also diagonalizable.

The Attempt at a Solution


We know that A is diagonalizable if it's similar to a diagonal matrix.
So
A=PDP^{-1}
A^{T}=(PDP^{-1})^{T}
which gives
A^{T}=(P^{-1})^{T}DP^{T} as D=D^{T}
Hence A^{T} is diagonalizable

Homework Statement


Question 2
If A and B are Similar matrices, then show that A^{2} and B^{2}
are similar

The Attempt at a Solution


If A and B are similar then P^{-1}AP = B

We know that P^{-1}A^{k}P =D^{k}
let k=2 therefore
P^{-1}A^{2}P =B^{2}
hence A^{2} and B^{2} are similar



Homework Statement


Question 3
Every matrix A is Similar itself

The Attempt at a Solution


If A and A are similar then P^{-1}AP =A ? this does not make sense to me.
Alternatively, do we have to show that A has the same eigenvalues as A? This is obvious, is this then the proof?
 
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Bertrandkis said:

Homework Statement


Question 1:
A) Show that if A is diagonalizable then A^{T} is also diagonalizable.

The Attempt at a Solution


We know that A is diagonalizable if it's similar to a diagonal matrix.
So
A=PDP^{-1}
A^{T}=(PDP^{-1})^{T}
which gives
A^{T}=(P^{-1})^{T}DP^{T} as D=D^{T}
Hence A^{T} is diagonalizable
Looks good.

Homework Statement


Question 2
If A and B are Similar matrices, then show that A^{2} and B^{2}
are similar

The Attempt at a Solution


If A and B are similar then P^{-1}AP = B

We know that P^{-1}A^{k}P =D^{k}
You only know that if P is diagonallizable. That is not assumed in this problem.
let k=2 therefore
P^{-1}A^{2}P =B^{2}
hence A^{2} and B^{2} are similar
Looks like "overkill" to me. If you are asked only about A2 and B2, why use a fact about the kth power? If P-1AP= B, then
B2= (P-1AP)(P-1AP)= (P-1A)(PP-1)(AP).



Homework Statement


Question 3
Every matrix A is Similar itself

The Attempt at a Solution


If A and A are similar then P^{-1}AP =A ? this does not make sense to me.
Alternatively, do we have to show that A has the same eigenvalues as A? This is obvious, is this then the proof?
How about just taking P= I?
 
Last edited by a moderator:
Thanks for the reply, I see where I went wrong.
I tried to use the method in question 2 and extend it to prove that :
IF A and B are similar matrices then A^{k} and B^{k} are similar for any non negative integer k.

This is what I got:
B^{k}=(P^{-1}AP) (P^{-1}AP) ...(P^{-1}AP) (k times)
then Multiply the right hand side 2 elements at a time as u did we will end up with P^{-1}A^{k}P.
Is This the correct way to proove it?
 
Yes, that works nicely.
 
Bertrandkis said:

The Attempt at a Solution


We know that A is diagonalizable if it's similar to a diagonal matrix.
So
A=PDP^{-1}
A^{T}=(PDP^{-1})^{T}
which gives
A^{T}=(P^{-1})^{T}DP^{T} as D=D^{T}
Hence A^{T} is diagonalizable


Not quite complete yet. Just write down that transpose of inverse is inverse of transpose.
 

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