Skip to content

The Jacobian Matrix and Determinant

Mathematics Algebra Difficulty 2/5

Beginning of the lesson

The Jacobian Matrix and the Jacobian Determinant

From mappings of the plane to local area magnification — the derivative of a transformation

1. The Object: Mappings of the Plane to the Plane

1.1 What Is a Mapping?

Until now you have studied functions that take one or more inputs and produce a single output — for example, $f(x,y) = x^2 + y^2$. Now we generalise: a mapping (or transformation) takes a pair of inputs and produces a pair of outputs:

$$\mathbf{F}(x,y) = \bigl(f_1(x,y),\; f_2(x,y)\bigr)$$

This is a function $\mathbf{F}: \mathbb{R}^2 \to \mathbb{R}^2$. In three dimensions the same idea gives $\mathbf{F}: \mathbb{R}^3 \to \mathbb{R}^3$. The single-output function you already know is the special case $m = 1$: the mapping has only one row.

1.2 Standing Example 1 — Polar Coordinates

The transformation from polar coordinates $(r,\theta)$ to Cartesian coordinates $(x,y)$ is:

$$\mathbf{T}(r,\theta) = \bigl(r\cos\theta,\; r\sin\theta\bigr)$$

This is a mapping $\mathbb{R}^2 \to \mathbb{R}^2$: two inputs $(r,\theta)$, two outputs $(x,y)$. It will be our most important worked example throughout this lesson.

1.3 Standing Example 2 — Linear Mappings (The Matrix Case)

A linear mapping is one of the form

$$\mathbf{F}(\mathbf{x}) = A\mathbf{x}$$

where $A$ is a constant matrix. For instance, with $A = \begin{pmatrix} 2 & 1 \\ 0 & 3 \end{pmatrix}$:

$$\mathbf{F}\!\begin{pmatrix} x \\ y \end{pmatrix} = \begin{pmatrix} 2x + y \\ 3y \end{pmatrix}$$

Recall from linear algebra that a matrix is a linear transformation. This is the thread we now pick up by name: the Jacobian will connect all smooth mappings back to the matrix world.

Key idea: Every smooth mapping looks, up close, like a linear mapping. The Jacobian matrix is the matrix of that local linear approximation.

Continue this lesson on YourAIZone

The full lesson has the complete explanation, worked examples, common mistakes, tests with instant checking and an AI tutor. Start right away as a guest, or create an account to keep your progress.

In the full lesson

  • The complete explanation
  • Worked examples
  • Common mistakes and how to avoid them
  • Test questions: 15
  • AI tutor that answers questions about the topic
  • Progress tracking for students, parents and teachers