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Linear Algebra, 2020a

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328 Chapter Four. Determinants<br />

2×2 row swap ρ 1 ↔ ρ 2 does not yield ad − bc.<br />

( )<br />

c d<br />

det( )=bc − ad<br />

a b<br />

And this ρ 1 ↔ ρ 3 swap inside of a 3×3 matrix<br />

⎛ ⎞<br />

g h i<br />

⎜ ⎟<br />

det( ⎝d e f⎠) =gec + hfa + idb − bfg − cdh − aei<br />

a b c<br />

also does not give the same determinant as before the swap since again there is<br />

a sign change. Trying a different 3×3 swap ρ 1 ↔ ρ 2<br />

⎛ ⎞<br />

d e f<br />

⎜ ⎟<br />

det( ⎝a b c⎠) =dbi + ecg + fah − hcd − iae − gbf<br />

g h i<br />

also gives a change of sign.<br />

So row swaps appear in this experiment to change the sign of a determinant.<br />

This does not wreck our plan entirely. We hope to decide nonsingularity by<br />

considering only whether the formula gives zero, not by considering its sign.<br />

Therefore, instead of expecting determinant formulas to be entirely unaffected<br />

by row operations we modify our plan so that on a swap they will change sign.<br />

Obviously we finish by comparing det(ˆT) with det(T) for the operation of<br />

multiplying a row by a scalar. This<br />

( )<br />

a b<br />

det( )=a(kd)−(kc)b = k · (ad − bc)<br />

kc kd<br />

ends with the entire determinant multiplied by k, and the other 2×2 case has<br />

the same result. This 3×3 case ends the same way<br />

⎛<br />

⎞<br />

a b c<br />

⎜<br />

⎟<br />

det( ⎝ d e f⎠) =ae(ki)+bf(kg)+cd(kh)<br />

kg kh ki −(kh)fa −(ki)db −(kg)ec<br />

= k · (aei + bfg + cdh − hfa − idb − gec)<br />

as do the other two 3×3 cases. These make us suspect that multiplying a row<br />

by k multiplies the determinant by k. As before, this modifies our plan but does<br />

not wreck it. We are asking only that the zero-ness of the determinant formula<br />

be unchanged, not focusing on the its sign or magnitude.<br />

So in this exploration our plan got modified in some inessential ways and is<br />

now: we will look for n×n determinant functions that remain unchanged under

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