Determinant
Also known as: det A · |A| · Jacobian (for coordinate maps)
The determinant is the signed volume-scaling factor of the linear map. |det| tells you how much areas/volumes grow; its sign tells you whether orientation is preserved or flipped; zero means the map crushes space into a lower dimension.
The unit square (and its basis vectors) is smoothly deformed by the slider-set 2×2 matrix, interpolating from the identity so the motion shows the map building up. The resulting parallelogram is shaded; its area equals |det|, printed live, and turns red when the determinant goes negative (orientation flip).
Equivalent forms
A single scalar that simultaneously answers 'invertible?', 'how much does volume scale?', and 'is orientation flipped?'.
Unit systems
Where it holds
Dimensional analysis
Leibniz used determinants for solving linear systems in 1693; Seki in Japan independently earlier. Cauchy's 1812 memoir systematized them and proved det(AB)=det(A)det(B). They became the gateway to eigenvalues, Jacobians, and orientation.
One number tells you whether a matrix stretches space, squashes it flat, or flips it inside out — and whether the equations it encodes can be solved at all. That number is the determinant.
Deform the unit square with a 2×2 matrix and read off the area of the resulting parallelogram; when it collapses to zero the matrix is singular.
- Testing solvability/invertibility of linear systems
- Jacobian factors in change-of-variables integrals
- Orientation and chirality in geometry
- Volume of parallelepipeds and cross products
- det measures size of the matrix — it measures volume scaling of the map.
- A big determinant means a 'stable' matrix — conditioning, not determinant, governs numerical stability.
- det(A+ A + det B — false; determinants are multiplicative, not additive.
Limiting cases
What if…
The determinant flips sign — a reflection of orientation.
The determinant scales by k; scaling the whole matrix scales det by k^n.
Determinant of a shear
- A:
- [[1,2],[0,1]]
- : shear preserves area
Singular check
- A:
- [[2,4],[1,2]]
- Rows are proportional invertible