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Determinants

A square matrix represents a linear transformation of a space into itself. The determinant summarizes how that transformation scales oriented area or volume.

For a square matrix $A$, its determinant is written

$$\det A$$

or $|A|$.

Scaling area and volume

In two dimensions, if a transformation represented by $A$ sends a region of area $S$ to a region of area $S'$, then

$$S'=|\det A|S.$$

In three dimensions, the same absolute value gives the volume-scaling factor.

For example, a transformation that doubles every coordinate in $\mathbb R^2$ has matrix

$$A=\begin{pmatrix}2&0\0&2\end{pmatrix}$$

and determinant $4$, so areas are multiplied by $4$.

Orientation

The sign of the determinant records orientation. A positive determinant preserves orientation, while a negative determinant reverses it, as a reflection does.

Zero determinant

If

$$\det A=0,$$

some dimension is collapsed. A plane may be flattened onto a line, for example. Distinct input vectors can then produce the same output, so the transformation cannot be inverted.

For a square matrix,

$$A\text{ is invertible}\qquad\Longleftrightarrow\qquad\det A\ne0.$$

The determinant therefore combines geometric scaling, orientation and invertibility into a single scalar.

Visual intuition: determinants