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308 Chapter 4. Determinants<br />

To state this as a formula, we introduce a notation for permutation matrices.<br />

Let ιj be the row vector that is all zeroes except for a one in its j-th entry, so<br />

that the four-wide ι2 is � 0 1 0 0 � . We can construct permutation matrices<br />

by permuting — that is, scrambling — the numbers 1, 2, ... , n, and using them<br />

as indices on the ι’s. For instance, to get a 4×4 permutation matrix matrix, we<br />

can scramble the numbers from 1 to 4 into this sequence 〈3, 2, 1, 4〉 and take the<br />

corresponding row vector ι’s.<br />

⎛ ⎞<br />

ι3<br />

⎜ι2⎟<br />

⎜ ⎟<br />

⎝ι1⎠<br />

=<br />

⎛ ⎞<br />

0 0 1 0<br />

⎜<br />

⎜0<br />

1 0 0 ⎟<br />

⎝1<br />

0 0 0⎠<br />

0 0 0 1<br />

ι4<br />

3.7 Definition An n-permutation is a sequence consisting of an arrangement<br />

of the numbers 1, 2, ... , n.<br />

3.8 Example The 2-permutations are φ1 = 〈1, 2〉 and φ2 = 〈2, 1〉. These are<br />

the associated permutation matrices.<br />

Pφ1 =<br />

� � � �<br />

ι1 1 0<br />

=<br />

Pφ2 0 1<br />

=<br />

� � � �<br />

ι2 0 1<br />

=<br />

1 0<br />

ι2<br />

We sometimes write permutations as functions, e.g., φ2(1) = 2, and φ2(2) = 1.<br />

Then the rows of Pφ2 are ι φ2(1) = ι2 and ι φ2(2) = ι1.<br />

The 3-permutations are φ1 = 〈1, 2, 3〉, φ2 = 〈1, 3, 2〉, φ3 = 〈2, 1, 3〉, φ4 =<br />

〈2, 3, 1〉, φ5 = 〈3, 1, 2〉, andφ6 = 〈3, 2, 1〉. Here are two of the associated permu-<br />

tation matrices.<br />

Pφ2 =<br />

⎛<br />

⎝<br />

ι1<br />

ι3<br />

ι2<br />

⎞ ⎛ ⎞<br />

1 0 0<br />

⎠ = ⎝0<br />

0 1⎠<br />

Pφ5<br />

0 1 0<br />

=<br />

⎛<br />

⎝<br />

ι1<br />

ι3<br />

ι1<br />

ι2<br />

⎞ ⎛<br />

0<br />

⎠ = ⎝1<br />

0<br />

0<br />

⎞<br />

1<br />

0⎠<br />

0 1 0<br />

For instance, the rows of Pφ5 are ι φ5(1) = ι3, ι φ5(2) = ι1, andι φ5(3) = ι2.<br />

3.9 Definition The permutation expansion for determinants is<br />

�<br />

�t1,1<br />

�<br />

�t2,1<br />

�<br />

�<br />

�<br />

�<br />

�<br />

t1,2<br />

t2,2<br />

.<br />

...<br />

...<br />

�<br />

t1,n�<br />

�<br />

t2,n�<br />

�<br />

�<br />

�<br />

�<br />

�<br />

tn,1 tn,2 ... tn,n<br />

where φ1,... ,φk are all of the n-permutations.<br />

= t 1,φ1(1)t 2,φ1(2) ···t n,φ1(n)|Pφ1 |<br />

+ t 1,φ2(1)t 2,φ2(2) ···t n,φ2(n)|Pφ2 |<br />

.<br />

+ t 1,φk(1)t 2,φk(2) ···t n,φk(n)|Pφk |<br />

This formula is often written in summation notation<br />

|T | =<br />

�<br />

permutations φ<br />

t 1,φ(1)t 2,φ(2) ···t n,φ(n) |Pφ|

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