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152 Matrices<br />

To solve many <strong>linear</strong> systems with the same matrix at once,<br />

MX = V 1 , MX = V 2<br />

we can consider augmented matrices with many columns on the right and<br />

then apply Gaussian row reduction to the left side of the matrix. Once the<br />

identity matrix is on the left side of the augmented matrix, then the solution<br />

of each of the individual <strong>linear</strong> systems is on the right.<br />

(<br />

M V1 V 2<br />

)<br />

∼<br />

(<br />

I M −1 V 1 M −1 V 2<br />

)<br />

To compute M −1 , we would like M −1 , rather than M −1 V to appear on<br />

the right side of our augmented matrix. This is achieved by solving the<br />

collection of systems MX = e k , where e k is the column vector of zeroes with<br />

a 1 in the kth entry. I.e., the n × n identity matrix can be viewed as a bunch<br />

of column vectors I n = (e 1 e 2 · · · e n ). So, putting the e k ’s together into an<br />

identity matrix, we get:<br />

(<br />

M<br />

) (<br />

I ∼ I M −1 I ) = ( I M −1)<br />

⎛<br />

−1 2<br />

⎞−1<br />

−3<br />

Example 93 Find ⎝ 2 1 0⎠<br />

.<br />

4 −2 5<br />

We start by writing the augmented matrix, then apply row reduction to the left side.<br />

⎛<br />

−1 2 −3 1 0<br />

⎞<br />

0<br />

⎜<br />

⎝ 2 1 0 0 1 0<br />

⎟<br />

⎠<br />

4 −2 5 0 0 1<br />

∼<br />

∼<br />

∼<br />

⎛<br />

1 −2 3 1 0<br />

⎞<br />

0<br />

⎜<br />

⎝0 5 −6 2 1 0<br />

⎟<br />

⎠<br />

0 6 −7 4 0 1<br />

⎛<br />

3<br />

1 0<br />

5<br />

− 1 2 ⎞<br />

4 5<br />

0<br />

⎜<br />

⎝0 1 − 6 2 1<br />

5 5 5<br />

0<br />

⎟<br />

⎠<br />

1 4<br />

0 0<br />

5 5<br />

− 6 5<br />

1<br />

⎛<br />

1 0 0 −5 4<br />

⎞<br />

−3<br />

⎜<br />

⎝0 1 0 10 −7 6<br />

⎟<br />

⎠<br />

0 0 1 8 −6 5<br />

152

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