The
homogeneous equation
has nontrivial solutions if and
only if the matrix
is not invertible.
Thus, a scalar is an eigenvalue of if and only if it
satisfies the *characteristic equation*

EXAMPLE 3 Construct the characteristic equation, and then find the eigenvalues for each of the following matrices.

Department of Mathematics