Eigentheory of Transformations between Matrix Spaces

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Homework Help Overview

The discussion revolves around the eigenvalues and transformations of matrices, specifically focusing on the case of 2x2 matrices. The original poster is tasked with finding the matrix representation of a transformation T and subsequently determining its characteristic polynomial.

Discussion Character

  • Exploratory, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • The original poster attempts to find the transformation T applied to the standard basis of 2x2 matrices and questions the next steps after determining the transformed matrices.
  • Some participants suggest finding the matrix of T with respect to the chosen basis, clarifying that it will be a 4x4 matrix representing coordinates.
  • There is a query regarding the application of a 4x4 matrix to a 2x2 matrix, highlighting concerns about dimensional agreement.
  • Further clarification is provided about how to express the transformation results as linear combinations of the basis, leading to the construction of the transformation matrix.

Discussion Status

The discussion is progressing with participants providing guidance on constructing the transformation matrix and calculating the characteristic polynomial. The original poster has made attempts to derive the eigenvalues and is now prompted to explore the corresponding eigenspaces.

Contextual Notes

The original poster is limited to the case of 2x2 matrices as per the instructor's instructions, which may influence the scope of the discussion and the methods applied.

TranscendArcu
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Homework Statement



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My instructor wants me to only solve for the case m=2.

The Attempt at a Solution



So I thought I should discover what T does to the standard basis for matrices of size 2x2:

[itex]T \left| \begin{array}{cc}<br /> 1 &0 \\<br /> 0&0 \end{array} \right| = \left| \begin{array}{cc}<br /> 1 &0 \\<br /> 0&0 \end{array} \right|[/itex]

[itex]T \left| \begin{array}{cc}<br /> 0 &1 \\<br /> 0&0 \end{array} \right| =\left| \begin{array}{cc}<br /> 0 &0 \\<br /> 1&0 \end{array} \right|[/itex]

[itex]T \left| \begin{array}{cc}<br /> 0 &0 \\<br /> 1&0 \end{array} \right| =\left| \begin{array}{cc}<br /> 0 &1 \\<br /> 0&0 \end{array} \right|[/itex]

[itex]T \left| \begin{array}{cc}<br /> 0 &0 \\<br /> 0&1 \end{array} \right| =\left| \begin{array}{cc}<br /> 0 &0 \\<br /> 0&1 \end{array} \right|[/itex]

At this point do I have to create a matrix consisting of these transformed matrices in order to find [itex]Δ_T (t) = det(M - tI)[/itex]? I'm kind of confused about my next step.
 
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Yes, try to find the matrix of T with respect to your basis. This will be a 4x4 matrix.
 
micromass said:
Yes, try to find the matrix of T with respect to your basis. This will be a 4x4 matrix.

But if the matrix is 4x4, how will I apply it to a 2x2 matrix? The inner matrix dimensions won't agree.
 
The 2x2-matrices won't have anything to do with the matrix of T.

The entries of the matrix of T are coordinates.

For example, if we put on [itex]M_{2,2}(\mathbb{R})[/itex] (the 2x2-matrices) the basis you mention, then the 4x4-matrix will contain the coordinates of the image of the basis.

For example, you have to write

[tex]T\left(\begin{array}{cc} 1 & 0\\ 0 & 0\end{array}\right)[/tex]

as a linear combination of the basis. So we have

[tex]T\left(\begin{array}{cc} 1 & 0\\ 0 & 0\end{array}\right) = 1 \left(\begin{array}{cc} 1 & 0\\ 0 & 0\end{array}\right) + 0\left(\begin{array}{cc} 0 & 1\\ 0 & 0\end{array}\right) + 0\left(\begin{array}{cc} 0 & 0\\ 1 & 0\end{array}\right) +0\left(\begin{array}{cc} 0 & 0\\ 0 & 1\end{array}\right)[/tex]

So the coordinates of

[tex]T\left(\begin{array}{cc} 1 & 0\\ 0 & 0\end{array}\right)[/tex]

are (1,0,0,0). This will be the first column of the 4x4-matrix.
 
Okay, then I have for my matrix:
[tex] \left| \begin{array}{cccc}<br /> 1 &0&0&0 \\<br /> 0&0&1&0 \\<br /> 0&1&0&0 \\<br /> 0&0&0&1 \end{array} \right| = Q[/tex]
[tex] det(Q- tI) = det\left| \begin{array}{cccc}<br /> 1-t &0&0&0 \\<br /> 0&-t&1&0 \\<br /> 0&1&-t&0 \\<br /> 0&0&0&1-t \end{array} \right| = (1-t)(1-t)[(t)(t) - 1] = (t-1)^3 (t+1)[/tex]

That is the characteristic polynomial, and its roots are the eigenvalues. So we have eigenvalues 1,-1. Look about right?
 
That sounds correct. Now you need to find the eigenspaces.
 

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