Saturday, 10 June 2017

linear algebra - Find the eigenvalues and associated eigenvectors for this matrix



A=(114321211)



I solved for the determinant of matrix A and got the following:



det



How do I find the eigenvalues from this?
Once I have the eigenvalues, do I get the eigenvectors from the bases?


Answer



To find eigenvalues, note that you want to find the solutions to the characteristic equation given by
\det (A - \lambda I) = 0




As you noted, we have the equation
-\lambda^3 + 2\lambda^2 + 5 \lambda - 6 = 0
Note that this is just
-(\lambda - 3)(\lambda + 2)(\lambda -1) = 0
so your eigenvalues are \lambda_1 = 3, \lambda_2 = -2, and \lambda_3 = 1.



Now, to get the eigenvectors, you want to look for v such that Av = \lambda v or (A- \lambda I) v = 0.
For \lambda_1,
A- \lambda I = \begin{pmatrix} -2 & -1 & 4 \\ 3 & -1 & -1 \\ 2 & 1 & -4 \end{pmatrix}
so row reducing gives
\begin{pmatrix} 1 & 0 & -1 \\ 0 & 1 & -2 \\ 0 & 0 & 0 \end{pmatrix}
In other words, for your eigenvector v_1 = (a_1,a_2,a_3),
\begin{align*} a_1 - a_3 &= 0 \\ a_2 - 2a_3 &= 0 \end{align*}
Let a_3 = t, then a_1 = t and a_2 = 2t so a basis for the eigenspace corresponding to \lambda_1 is given by \{\begin{pmatrix} 1 \\ 2 \\ 1 \\ \end{pmatrix} \}.



So, for \lambda_1 =3, we get a corresponding eigenvector (1,2,1)^T. Try finding the eigenvectors for \lambda_2 and \lambda_3!


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