Conditions
find the eigenvalue and eigenvector for matrix
S = 0 0 − 2 1 1 3 0 2 S = \begin{array}{ccc}
& 0 & 0 \\
-2 & 1 & 1 \\
3 & 0 & 2
\end{array} S = − 2 3 0 1 0 0 1 2
Please show your work
Solution
S = ( 0 0 5 − 2 1 1 3 0 2 ) S = \left( \begin{array}{ccc}
0 & 0 & 5 \\
-2 & 1 & 1 \\
3 & 0 & 2
\end{array} \right) S = ⎝ ⎛ 0 − 2 3 0 1 0 5 1 2 ⎠ ⎞
The definition of an eigenvalue claims, that they are values of λ \lambda λ , which could be found by solving the following matrix equation:
det ( S − λ E ) = 0 ∣ S − λ E ∣ = ∣ − λ 0 5 − 2 1 − λ 1 3 0 2 − λ ∣ = − λ ∣ 1 − λ 1 0 2 − λ ∣ − 0 + 5 ∣ − 2 1 − λ 3 0 ∣ = − λ ( 1 − λ ) ( 2 − λ ) − 0 − 0 + 0 − 15 ( 1 − λ ) = ( ( − λ ) ( 2 − λ ) − 15 ) ( 1 − λ ) = 0 \begin{aligned}
\det(S - \lambda E) &= 0 \\
|S - \lambda E| &= \left| \begin{array}{ccc}
- \lambda & 0 & 5 \\
-2 & 1 - \lambda & 1 \\
3 & 0 & 2 - \lambda
\end{array} \right| = - \lambda \left| \begin{array}{cc}
1 - \lambda & 1 \\
0 & 2 - \lambda
\end{array} \right| - 0 + 5 \left| \begin{array}{cc}
-2 & 1 - \lambda \\
3 & 0
\end{array} \right| \\
&= - \lambda (1 - \lambda) (2 - \lambda) - 0 - 0 + 0 - 15(1 - \lambda) = ((- \lambda) (2 - \lambda) - 15)(1 - \lambda) \\
&= 0
\end{aligned} det ( S − λ E ) ∣ S − λ E ∣ = 0 = ∣ ∣ − λ − 2 3 0 1 − λ 0 5 1 2 − λ ∣ ∣ = − λ ∣ ∣ 1 − λ 0 1 2 − λ ∣ ∣ − 0 + 5 ∣ ∣ − 2 3 1 − λ 0 ∣ ∣ = − λ ( 1 − λ ) ( 2 − λ ) − 0 − 0 + 0 − 15 ( 1 − λ ) = (( − λ ) ( 2 − λ ) − 15 ) ( 1 − λ ) = 0 λ 1 = 1 ( − λ ) ( 2 − λ ) − 15 = 0 λ 2 − 2 λ − 15 = 0 λ 2 = − 3 λ 3 = 5 \begin{aligned}
\lambda_1 &= 1 \\
(-\lambda)(2 - \lambda) - 15 &= 0 \\
\lambda^2 - 2\lambda - 15 &= 0 \\
\lambda_2 &= -3 \\
\lambda_3 &= 5
\end{aligned} λ 1 ( − λ ) ( 2 − λ ) − 15 λ 2 − 2 λ − 15 λ 2 λ 3 = 1 = 0 = 0 = − 3 = 5
Answer: The eigenvalues are:
λ 1 = 1 λ 2 = − 3 λ 3 = 5 \begin{aligned}
\lambda_1 &= 1 \\
\lambda_2 &= -3 \\
\lambda_3 &= 5
\end{aligned} λ 1 λ 2 λ 3 = 1 = − 3 = 5