Back to Finding eigenvalues and eigenvectors

Activity 4.2.2

Avg difficulty 2.5

The eigenvalues of a square matrix are defined by the condition that there be a nonzero solution to the homogeneous equation (A−λI)v=0(A-\lambda I)\vvec=\zerovec.

  1. If there is a nonzero solution to the homogeneous equation (A−λI)v=0(A-\lambda I)\vvec = \zerovec, what can we conclude about the invertibility of the matrix A−λIA-\lambda I?

  2. If there is a nonzero solution to the homogeneous equation (A−λI)v=0(A-\lambda I)\vvec = \zerovec, what can we conclude about the determinant det⁡(A−λI)\det(A-\lambda I)?

  3. Let's consider the matrix A=[1221]A = \left[\begin{array}{rr} 1 & 2 \\ 2 & 1 \\ \end{array}\right] from which we construct A−λI=[1221]−λ[1001]=[1−λ221−λ]A-\lambda I = \left[\begin{array}{rr} 1 & 2 \\ 2 & 1 \\ \end{array}\right] - \lambda \left[\begin{array}{rr} 1 & 0 \\ 0 & 1 \\ \end{array}\right] = \left[\begin{array}{rr} 1-\lambda & 2 \\ 2 & 1-\lambda \\ \end{array}\right]. Find the determinant det⁡(A−λI)\det(A-\lambda I). What kind of equation do you obtain when we set this determinant to zero to obtain det⁡(A−λI)=0\det(A-\lambda I) = 0?

  4. Use the determinant you found in the previous part to find the eigenvalues λ\lambda by solving the equation det⁡(A−λI)=0\det(A-\lambda I) = 0. We considered this matrix in this activity so we should find the same eigenvalues for AA that we found by reasoning geometrically there.

  5. Consider the matrix A=[2102]A = \left[\begin{array}{rr} 2 & 1 \\ 0 & 2 \\ \end{array}\right] and find its eigenvalues by solving the equation det⁡(A−λI)=0\det(A-\lambda I) = 0.

  6. Consider the matrix A=[0−110]A = \left[\begin{array}{rr} 0 & -1 \\ 1 & 0 \\ \end{array}\right] and find its eigenvalues by solving the equation det⁡(A−λI)=0\det(A-\lambda I) = 0.

  7. Find the eigenvalues of the triangular matrix [3−140−23001]\left[\begin{array}{rrr} 3 & -1 & 4 \\ 0 & -2 & 3 \\ 0 & 0 & 1 \\ \end{array}\right]. What is generally true about the eigenvalues of a triangular matrix?

Austin, Understanding Linear Algebra, §4.2 Finding eigenvalues and eigenvectors, Activity 4.2.2

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Adapted from Understanding Linear Algebra © 2023 David Austin. Licensed under CC BY 4.0. Source: Understanding Linear Algebra. Imported at revision 3e6dced.