Back to Invertibility

Activity 3.1.2

Avg difficulty 2.5

This activity demonstrates a procedure for finding the inverse of a matrix AA.

  1. Suppose that A=[3−21−1]A = \begin{bmatrix} 3 & -2 \\ 1 & -1 \\ \end{bmatrix}. To find an inverse BB, we write its columns as B=[b1b2]B = \begin{bmatrix}\bvec_1 & \bvec_2 \end{bmatrix} and require that AB=I[Ab1Ab2]=[1001].\begin{aligned} AB & = I \\ \begin{bmatrix} A\bvec_1 & A\bvec_2 \end{bmatrix} & = \begin{bmatrix} 1 & 0 \\ 0 & 1 \\ \end{bmatrix}. \end{aligned} In other words, we can find the columns of BB by solving the equations Ab1=[10],   Ab2=[01].A\bvec_1 = \twovec10,~~~ A\bvec_2 = \twovec01. Solve these equations to find b1\bvec_1 and b2\bvec_2. Then write the matrix BB and verify that AB=IAB=I. This is enough for us to conclude that BB is the inverse of AA.

  2. Find the product BABA and explain why we now know that BB is invertible and B−1=AB^{-1}=A.

  3. What happens when you try to find the inverse of C=[−214−2]C = \begin{bmatrix} -2 & 1 \\ 4 & -2 \\ \end{bmatrix}?

  4. We now develop a condition that must be satisfied by an invertible matrix. Suppose that AA is an invertible n×nn\times n matrix with inverse BB and suppose that b\bvec is any nn-dimensional vector. Since AB=IAB=I, we have A(Bb)=(AB)b=Ib=b.A(B\bvec) = (AB)\bvec = I\bvec = \bvec. This says that the equation Ax=bA\xvec = \bvec is consistent and that x=Bb\xvec=B\bvec is a solution.

    Since we know that Ax=bA\xvec = \bvec is consistent for any vector b\bvec, what does this say about the span of the columns of AA?

  5. Since AA is a square matrix, what does this say about the pivot positions of AA? What is the reduced row echelon form of AA?

  6. In this activity, we have studied the matrices A=[3−21−1],   C=[−214−2].A = \begin{bmatrix} 3 & -2 \\ 1 & -1 \\ \end{bmatrix},~~~ C = \begin{bmatrix} -2 & 1 \\ 4 & -2 \\ \end{bmatrix}. Find the reduced row echelon form of each and explain how those forms enable us to conclude that one matrix is invertible and the other is not.

Austin, Understanding Linear Algebra, §3.1 Invertibility, Activity 3.1.2

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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.