[Math] Eigenvectors and Kernel of Matrix

eigenvalues-eigenvectorslinear algebramatrices

I'm trying to take find the eigenvectors of the matrix
$$
\begin{bmatrix}
1 & 1 & 0 \\
0 & 1 & 0 \\
0 & 0 & 0
\end{bmatrix}.
$$

I've found the eigenvalues of $1$ and $0$. I'm very confused how to find the kernel of $E0$ and $E1$. How do I go about doing this?

Best Answer

I am assuming you want to find the eigenspace of the eigenvalues when you say $E_0$ and $E_1$. The kernel comes into play through the following formula: $E_\lambda = \ker(A-\lambda I_n)$, where $A$ is your $n \times n$ matrix.

This means $E_0 = \ker(A - 0I_3) = \ker \begin{pmatrix} 1 & 1 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 0 \end{pmatrix}.$

The kernel of a matrix is the vectors $\vec{x}$ which satisfy $A\vec{x} = \vec{0}$. You simply do reduced row echelon form of the augmented matrix, which yields $\begin{pmatrix} 1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 0 & 0 \end{pmatrix}.$

We know $x_1 = 0$ and $x_2 = 0$, whereas $x_3$ is a free variable. The solutions to the equation are of the form $\begin{pmatrix} 0 \\ 0 \\ x_3 \end{pmatrix} = x_3 \begin{pmatrix} 0 \\ 0 \\ 1 \end{pmatrix}$.

As a result, $E_0 = span \begin{pmatrix} 0 \\ 0 \\ 1 \end{pmatrix}$.

Can you do $E_1$ now?

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