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Matrix Inverse

A square matrix AA is said to be invertible (or non-singular) if there exists a matrix A1A^{-1} (called the inverse of AA) such that:
AA1=A1A=IAA^{-1}=A^{-1}A=I
Example
If A=[1312]A= \left[ \begin{array}{rr} 1&3\\ -1&-2 \end{array} \right], show that A1=[2311]A^{-1}= \left[ \begin{array}{rr} -2&-3\\ 1&1 \end{array} \right].
AA1=[1312][2311]=[1001]=IAA^{-1}= \left[ \begin{array}{rr} 1&3\\ -1&-2 \end{array} \right] \left[ \begin{array}{rr} -2&-3\\ 1&1 \end{array} \right] = \left[ \begin{array}{rr} 1&0\\ 0&1 \end{array} \right] =I \quad \colorThree{\checkmark}
A1A=[2311][1312]=[1001]=IA^{-1}A= \left[ \begin{array}{rr} -2&-3\\ 1&1 \end{array} \right] \left[ \begin{array}{rr} 1&3\\ -1&-2 \end{array} \right] = \left[ \begin{array}{rr} 1&0\\ 0&1 \end{array} \right] =I \quad \colorThree{\checkmark}

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Analogy With Real Numbers

Consider the real number product 18(8) = 81(8) = 1\dfrac{1}{8}(8) \ =\ 8^{-1}(8) \ =\ 1.
818^{-1} is the multiplicative inverse of 88: it is the unique number that multiplies 88 to get a product of 11.
Recall that II is the matrix equivalent of the number 11 for multiplication (since AI=IA=AAI=IA=A).
Just like with real numbers, if we want to "cancel out" a matrix with multiplication, we multiply by its inverse: A1A=IA^{-1}A = I.
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Properties of the Matrix Inverse

Let A, BA,\ B be invertible matrices and let kRk \in \reals.
  • (A1)1=A(A^{-1})^{-1}=A
  • (kA)1=1kA1(kA)^{-1}=\frac{1}{k}A^{-1}
  • (AT)1=(A1)T(A^T)^{-1}=(A^{-1})^T
  • (AB)1=B1A1(AB)^{-1}=B^{-1}A^{-1}
  • A1A^{-1} is unique
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Example: Matrix Inverse

Given the following matrices AA and BB:
A=[1112],  B=[2111]A=\begin{bmatrix}-1 & 1\\-1 & 2\end{bmatrix},\ \ B=\begin{bmatrix}-2 & 1\\-1 & 1\end{bmatrix}
A) Determine whether BB is the inverse of AA.
Multiply the matrices together, and if the product is the identity, then they are inverse:
AB=[1112][2111]=[1001]=IAB=\begin{bmatrix}-1 & 1\\-1 & 2\end{bmatrix}\begin{bmatrix}-2 & 1\\-1 & 1\end{bmatrix}=\begin{bmatrix}1 & 0\\0 & 1\end{bmatrix}=I
BA=[2111][1112]=[1001]=IBA=\begin{bmatrix}-2 & 1\\-1 & 1\end{bmatrix}\begin{bmatrix}-1 & 1\\-1 & 2\end{bmatrix}=\begin{bmatrix}1 & 0\\0 & 1\end{bmatrix}=I
So BB is indeed the inverse of AA (B=A1B=A^{-1}).
B) Is AA the inverse of BB?
Yes, AA is also the inverse of BB:
Since B=A1B=A^{-1}, it follows that B1=(A1)1=AB^{-1}=(A^{-1})^{-1} = A.
If A=[abcdefghi]A= \begin{bmatrix} a&b&c\\ d&e&f\\ g&h&i \end{bmatrix} is an invertible matrix and C=AA1C=AA^{-1}, find the first row of CC .
If [1ax2by0cz]\left[\begin{array}{c} 1&a&x\\ 2&b&y\\ 0&c&z \end{array}\right] is the inverse of the matrix[1p03q42r1]\left[\begin{array}{c} 1&p&0\\ -3&q&4\\ 2&r&1 \end{array}\right], find the value of rr.