The determinant is an alternating multilinear map of its rows, so exchanging two rows gives the negative of the original determinant: . This also holds when the determinant is zero.
The determinant is unchanged by transposition: . In the Leibniz formula for determinants, replacing each permutation by its inverse interchanges the row and column roles without changing its sign of a permutation.
Scaling the whole matrix scales all rows. The multilinearity of the determinant therefore givesThis includes for .
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