Eigenvectors of this matrix

eigenvalues-eigenvectorsmatrices

I have a matrix A
$$A = \begin{pmatrix}
0 & 1 \\
-1 & 1
\end{pmatrix}
$$

Of which I have calculated the eigenvalues to be $\lambda = e^{\pm i \frac{\pi}{3}}$
Hence we have $\lambda_1 = e^{i \frac{\pi}{3}}$ and $\lambda_2 = e^{-i \frac{\pi}{3}}$
I have then tried to find the eigenvectors as follows:
$$
\begin{pmatrix}
0 & 1 \\
-1 & 1
\end{pmatrix}
\begin{pmatrix}
x_1 \\
x_2
\end{pmatrix}
=
\begin{pmatrix}
x_1 \\
x_2
\end{pmatrix}
\lambda
$$

The way I know how to go now is to 'guess' a value for $x_1$ as the length is irrelevant and the second term $x_2$ will come out as proportional and then I can just normalise it, however I run into some issues. Starting with $\lambda_1$ I guess $x_1$ to be 1:
$$
\begin{pmatrix}
0 & 1 \\
-1 & 1
\end{pmatrix}
\begin{pmatrix}
1 \\
x_2
\end{pmatrix}
=
\begin{pmatrix}
\lambda_1 \\
\lambda_1 x_2
\end{pmatrix}
$$

Which when solving gives me the following equations:
$$
0(1) +1(x_2) = \lambda_1
$$

$$
-1(1) + 1(x_2) = \lambda_1{x_2}
$$

Solving the first gives me:
$$
x_2 = \lambda_1
$$

But the second gives me:
$$
x_2 = \frac{1}{1-\lambda_1}
$$

Which has left me confused because I was under the impression that these should be the same – especially since the way I calculated the eigenvalues should mean that these are linearly coupled. I have seen some stuff online about finding RREF of the matrix however I have not been taught this and I am assuming there is an easier way or I have gone wrong somewhere. Is one of these correct? If so, why is the other not the same? Any help would be appreciated.

Best Answer

They are the same though. Since $\lambda_1 = e^{i\frac \pi 3} = \frac 12 + i\frac {\sqrt{3}}{2}$, we have

$$\frac 1{1 - \lambda_1} = \frac 1{\frac 12 - i\frac {\sqrt{3}}{2}} = \frac 1{\frac 12 - i\frac {\sqrt{3}}{2}} \frac{\frac 12 + i\frac {\sqrt{3}}{2}}{\frac 12 + i\frac {\sqrt{3}}{2}} = \lambda_1.$$

As a side note, be careful with the method of taking $x_1 = 1$, it may fail when the first coordinates of the eigenvectors are 0. It is safer to solve the linear system resulting from the equation for the eigenvectors: $$\begin{cases} x_2 &= \lambda x_1,\\ -x_1 + x_2 &= \lambda x_2. \end{cases}$$