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2.3 Elementary Row Operations 55<br />

Example 25 (Collecting EROs that undo a matrix)<br />

⎛<br />

0 1 1 1 0<br />

⎞<br />

0<br />

⎛<br />

2 0 0 0 1<br />

⎞<br />

0<br />

⎝ 2 0 0 0 1 0 ⎠ ∼ ⎝ 0 1 1 1 0 0 ⎠<br />

0 0 1 0 0 1 0 0 1 0 0 1<br />

∼<br />

⎛<br />

⎝<br />

1 0 0 0<br />

1<br />

2<br />

0<br />

0 1 1 1 0 0<br />

0 0 1 0 0 1<br />

⎞<br />

⎛<br />

⎠ ∼ ⎝<br />

1 0 0 0<br />

1<br />

2<br />

0<br />

0 1 0 1 0 −1<br />

0 0 1 0 0 1<br />

As we changed the left side from the matrix M to the identity matrix, the<br />

right side changed from the identity matrix to the matrix which undoes M.<br />

Example 26 (Checking that one matrix undoes another)<br />

⎛ ⎞ ⎛ ⎞ ⎛<br />

1<br />

0<br />

2<br />

0 0 1 1 1 0 0<br />

⎝ 1 0 −1 ⎠ ⎝ 2 0 0 ⎠ = ⎝ 0 1 0<br />

0 0 1 0 0 1 0 0 1<br />

If the matrices are composed in the opposite order, the result is the same.<br />

⎛ ⎞ ⎛ ⎞ ⎛ ⎞<br />

1<br />

0 1 1 0<br />

2<br />

0 1 0 0<br />

⎝ 2 0 0 ⎠ ⎝ 1 0 −1 ⎠ = ⎝ 0 1 0 ⎠ .<br />

0 0 1 0 0 1 0 0 1<br />

Whenever the product of two matrices MN = I, we say that N is the<br />

inverse of M or N = M −1 . Conversely M is the inverse of N; M = N −1 .<br />

In abstract generality, let M be some matrix and, as always, let I stand<br />

for the identity matrix. Imagine the process of performing elementary row<br />

operations to bring M to the identity matrix:<br />

⎞<br />

⎠ .<br />

(M|I) ∼ (E 1 M|E 1 ) ∼ (E 2 E 1 M|E 2 E 1 ) ∼ · · · ∼ (I| · · · E 2 E 1 ) .<br />

⎞<br />

⎠ .<br />

The ellipses “· · · ” stand for additional EROs.<br />

matrices that form a matrix which undoes M<br />

The result is a product of<br />

· · · E 2 E 1 M = I .<br />

This is only true if the RREF of M is the identity matrix.<br />

Definition: A matrix M is invertible if its RREF is an identity matrix.<br />

55

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