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146 Matrices<br />

Example 92 Continuing from the previous example,<br />

so<br />

M =<br />

MN =<br />

( ) 1 1<br />

, N =<br />

0 1<br />

( ) 2 1<br />

≠ NM =<br />

1 1<br />

However, tr(MN) = 2 + 1 = 3 = 1 + 2 = tr(NM).<br />

( ) 1 0<br />

.<br />

1 1<br />

Another useful property of the trace is that:<br />

tr M = tr M T<br />

( ) 1 1<br />

.<br />

1 2<br />

This is true because the trace only uses the diagonal entries, which are fixed<br />

by the transpose. For example,<br />

( ) ( ) ( ) T<br />

1 1<br />

1 2 1 2<br />

tr = 4 = tr = tr .<br />

2 3<br />

1 3 1 3<br />

Finally, trace is a <strong>linear</strong> transformation from matrices to the real numbers.<br />

This is easy to check.<br />

7.4 Review Problems<br />

Webwork: Reading Problems 2 , 3 , 4<br />

1. Compute the following matrix products<br />

⎛ ⎞ ⎛<br />

⎞<br />

4<br />

1 2 1 −2 − 1 3 3<br />

⎜ ⎟ ⎜<br />

⎝4 5 2⎠<br />

⎝ 2 − 5 2⎟<br />

3 3⎠ ,<br />

7 8 2 −1 2 −1<br />

⎛ ⎞<br />

1<br />

(<br />

1 2 3 4 )<br />

2<br />

5 3<br />

,<br />

⎜ ⎟<br />

⎝4⎠<br />

⎛ ⎞<br />

1<br />

⎛ ⎞ ⎛<br />

⎞ ⎛ ⎞<br />

2<br />

4<br />

1 2 1 −2 − 1 1 2 1<br />

( )<br />

3 3<br />

⎜ ⎟ ⎜<br />

3<br />

1 2 3 4 5 , ⎝4 5 2⎠<br />

⎝ 2 − 5 2⎟<br />

⎜ ⎟<br />

⎜ ⎟<br />

3 3⎠<br />

⎝4 5 2⎠ ,<br />

⎝4⎠<br />

7 8 2 −1 2 −1 7 8 2<br />

5<br />

146<br />

5

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