Math 2.0

concept

Determinant as signed volume

Summary

Let n≥1n \ge 1 and let v1,…,vn∈Rnv_1, \dots, v_n \in \R^n be the columns of a real n×nn \times n matrix AA. The parallelepiped spanned by them is P={t1v1+⋯+tnvn:0≤ti≤1}P = \{t_1 v_1 + \cdots + t_n v_n : 0 \le t_i \le 1\}. Its nn-dimensional volume is ∣det⁡A∣\abs{\det A}, where det⁡\det is the determinant. If det⁡A≠0\det A \ne 0, then its sign is positive when (v1,…,vn)(v_1, \dots, v_n) has the orientation of the standard basis, and negative when it has the opposite orientation.

Remarks

In R2\R^2, ∣ad−bc∣\abs{ad - bc} is the area of the parallelogram spanned by (a,c)(a, c) and (b,d)(b, d). For each region SS of finite volume, the linear map x↦Axx \mapsto Ax multiplies the volume of SS by ∣det⁡A∣\abs{\det A}. This fact is the origin of the Jacobian determinant in the change of variables formula.

Explanations

L1 human

The determinant measures how a matrix changes volume. The unit cube goes to a box spanned by the columns, and ∣det⁡A∣\abs{\det A} is the volume of this box. A negative determinant means that the matrix also turns space inside out, like a mirror.

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  1. Identity matrix object
  2. Matrix definition
  3. Vector space definition
  4. Square matrix definition
  5. Linear map definition
  6. Multilinear map definition
  7. Alternating multilinear map definition
  8. Determinant definition
  9. Determinant as signed volume concept

Sources

  1. Web https://en.wikipedia.org/wiki/Determinant, Signed volume of a parallelotope