Eigentheory of Transformations between Matrix Spaces

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The discussion focuses on solving a homework problem related to the transformation of 2x2 matrices. The user is tasked with determining how the transformation T acts on the standard basis of 2x2 matrices and is guided to construct a 4x4 matrix representing T based on these transformations. The user successfully derives the characteristic polynomial of the matrix, yielding eigenvalues of 1 and -1. The final step involves finding the eigenspaces corresponding to these eigenvalues. This approach effectively illustrates the relationship between matrix transformations and eigenvalues.
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Homework Statement



Screen_shot_2012_02_28_at_12_38_46_PM.png


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:

T \left| \begin{array}{cc}<br /> 1 &amp;0 \\<br /> 0&amp;0 \end{array} \right| = \left| \begin{array}{cc}<br /> 1 &amp;0 \\<br /> 0&amp;0 \end{array} \right|

T \left| \begin{array}{cc}<br /> 0 &amp;1 \\<br /> 0&amp;0 \end{array} \right| =\left| \begin{array}{cc}<br /> 0 &amp;0 \\<br /> 1&amp;0 \end{array} \right|

T \left| \begin{array}{cc}<br /> 0 &amp;0 \\<br /> 1&amp;0 \end{array} \right| =\left| \begin{array}{cc}<br /> 0 &amp;1 \\<br /> 0&amp;0 \end{array} \right|

T \left| \begin{array}{cc}<br /> 0 &amp;0 \\<br /> 0&amp;1 \end{array} \right| =\left| \begin{array}{cc}<br /> 0 &amp;0 \\<br /> 0&amp;1 \end{array} \right|

At this point do I have to create a matrix consisting of these transformed matrices in order to find Δ_T (t) = det(M - tI)? 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 M_{2,2}(\mathbb{R}) (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

T\left(\begin{array}{cc} 1 &amp; 0\\ 0 &amp; 0\end{array}\right)

as a linear combination of the basis. So we have

T\left(\begin{array}{cc} 1 &amp; 0\\ 0 &amp; 0\end{array}\right) = 1 \left(\begin{array}{cc} 1 &amp; 0\\ 0 &amp; 0\end{array}\right) + 0\left(\begin{array}{cc} 0 &amp; 1\\ 0 &amp; 0\end{array}\right) + 0\left(\begin{array}{cc} 0 &amp; 0\\ 1 &amp; 0\end{array}\right) +0\left(\begin{array}{cc} 0 &amp; 0\\ 0 &amp; 1\end{array}\right)

So the coordinates of

T\left(\begin{array}{cc} 1 &amp; 0\\ 0 &amp; 0\end{array}\right)

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

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.
 
Question: A clock's minute hand has length 4 and its hour hand has length 3. What is the distance between the tips at the moment when it is increasing most rapidly?(Putnam Exam Question) Answer: Making assumption that both the hands moves at constant angular velocities, the answer is ## \sqrt{7} .## But don't you think this assumption is somewhat doubtful and wrong?

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