Find the eigenvectors and eigenvalues of all of the matrices from the Linear Transformations small group activity from Tuesday's class. Make up some $2\times 2$ and $3\times 3$ matrices of your own if you need more practice.
(The solutions to this problem need additional examples from the newest version of the activity.)
The orthogonal matrix $$R_z(\theta)=\pmatrix{\cos\theta&-\sin\theta&0\cr
\sin\theta&\cos\theta&0\cr 0&0&1\cr}$$
corresponds to a rotation around the $z$-axis by the angle $\theta$.
Find the eigenvalues of this matrix.
Find the normalized eigenvectors of this matrix.
Describe how the eigenvectors do or do not correspond to the vectors which are held constant or “only stretched” by this transformation.
Consider the arbitrary Pauli matrix $\sigma_n=\hat n\cdot\Vec \sigma$ where $\hat n$ is the unit vector pointing in an arbitrary direction.
By drawing pictures, convince yourself that the arbitrary unit vector $\hat n$ can be written as:
$$\hat n=\sin\theta\cos\phi\, \hat\imath +\sin\theta\sin\phi\,\hat\jmath +\cos\theta\,\hat k$$
where $\theta$ and $\phi$ are the parameters used to describe spherical coordinates.
Find the entries of the matrix $\hat n\cdot\Vec \sigma$ where the “matrix-valued-vector” $\Vec \sigma$ is given in terms of the Pauli spin matrices by
$$\Vec\sigma=\sigma_x\, \hat\imath + \sigma_y\, \hat\jmath +\sigma_z\, \hat k$$
and $\hat n$ is given in part (a) above.
Consider the arbitrary Pauli matrix $\sigma_n=\hat n\cdot\Vec \sigma$ where $\hat n$ is the unit vector pointing in an arbitrary direction.
Find the eigenvalues and normalized eigenvectors for $\sigma_n$.
The answer is:
$$\pmatrix{\cos{\theta\over 2}e^{-i\phi/2}\cr \noalign{\smallskip} \sin{\theta\over 2}e^{i\phi/2}\cr} \qquad\qquad\qquad \pmatrix{-\sin{\theta\over 2}e^{-i\phi/2}\cr \noalign{\smallskip} \cos{\theta\over 2}e^{i\phi/2}\cr}$$
It is not sufficient to show that this answer is correct by pluging into the eigenvalue equation. Rather, you should do all the steps of finding the eigenvalues and eigenvectors as if you don't know the answer. Hint: $\sin\theta=\sqrt{1-\cos^2\theta}$.
Show that the eigenvectors from part (a) above are orthogonal.
Simplify your results from part (a) above by considering the three separate special cases $\hat n=\hat\imath$, $\hat n=\hat\jmath$, $\hat n=\hat k$. In this way, find the eigenvectors and eigenvalues of $\sigma_x$, $\sigma_y$, and $\sigma_z$.