Questions tagged [jacobian]

In multivariable calculus, the jacobian matrix of a smooth map at a given point is the matrix of its partial derivatives evaluated at this point.

Let $f\colon U\rightarrow\mathbb{R}^n$ be a map on an open subset $U$ of $\mathbb{R}^m$ and let $x\in U$.

Definition 1. Assume that $f$ is differentiable at $x$, then the jacobian matrix of $f$ at $x$, denoted by $\textrm{Jac}_xf$ is the matrix of the linear map $\mathrm{d}_xf\colon\mathbb{R}^m\rightarrow\mathbb{R}^n$ in the canonical basis of $\mathbb{R}^m$ and $\mathbb{R}^n$.

One has the following:

Proposition 1. With the same assumption than in definition 1, if $f:=(f_1,\cdots,f_n)$, then one has: $$\textrm{Jac}_xf=\left(\frac{\partial f_j}{\partial x_i}(x)\right)_{1\leqslant i\leqslant m,1\leqslant j\leqslant n}.$$

Remark 1. If $n=1$, then the jacobian matrix of $f$ at $x$ is the gradient of $f$ at $x$, namely one has: $$\textrm{Jac}_xf=\nabla_xf.$$

Definition 2. With the same assumption than in definition 1, the jacobian of $f$ at $x$ is the determinant of the jacobian matrix of $f$ at $x$, $\textrm{Jac}_xf$.

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about double integrals and jacobians

When computing double integrals with change of variables, one needs to apply the scaling factor called the Jacobian. ${\displaystyle \left|J\right| = \left|\frac{\partial \left(x,y\right)}{\partial \left(u,v\right)}\right| =…
Palu
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Jacobian of a chained function

Lets say that I have the following function: $$ y = (f \circ g \circ h)(x) = f(g(h(x))) $$ $$ f:\mathbb{R}^{k} → \mathbb{R}, g : \mathbb{R}^{m} \to \mathbb{R}^k, h: \mathbb{R}^{n} \to \mathbb{R}^m $$ what is the dimension of the Jacobian matrix…
Chen
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Double integral using jacobian

I have to evaluate following integral $\int_0^\infty\int_{-y}^yf(x,y)dxdy$ using $u=x^2-y^2, v=x^2+y^2$. Actual form of function f is not important here, except for that it's odd function of y. So the area in uv plane is…
Septacle
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What does it mean for the jacobian matrix to be triangular?

I found a research paper that talks about of the orthogonality or the semi orthogonality of the jacobian matrix of a function, that got me wondering about the properties of what if the jacobian matrix is a orthogonal, and what would happen if is…
BJMG
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Non-constant Jacobian from transformation of a square

Say I have a unit square in 2D that is defined by following matrix where each column denotes a point. $A= \begin{bmatrix} 0 & 1 & 1 & 0 \\ 0 & 0 & 1 & 1 \end{bmatrix}$ Now I transform A with some Jacobian $J$: $JA=B$ where: $B=\begin{bmatrix} …
VKTR
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What is the Jacobian Matrix conceptually?

I am having trouble with understanding the Jacobian Matrix and what it means conceptually. Can anyone explain this? A concrete example would be greatly appreciated.
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What is the purpose of the Jacobian in iterative error minimisation?

I'm not great at maths so go easy. I'm following this video on how to solve a problem in which repeated guesses are taken at the inputs, $x_{1-6}$, of a function $f(x_1,x_2,x_3,x_4,x_5,x_6)$ and the output, a vector $y = f(x_{1-6})$ is used to…
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What is the size of this Jacobian?

Let $f:\mathbb{R}^{3}\to\mathbb{R}^{2}$ be given by $f(r,s,t)=(r^{3}s+t^{2},rst)$. Let $g:\mathbb{R}^{2}\to\mathbb{R}^{11}$ and $h:\mathbb{R}^{11}\to\mathbb{R}^{4}$ be two differentiable functions. Compute $$ J_{h\circ g\circ…
Sphero
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Compute Jacobian matrix of function with multiple components

Hi I'm trying to fit a curve with gsl (Gnu Scientific Library). For the curve fit I need a Jacobian matrix, something I've never heard of before. I'm trying to wrap my head around it, but I simply don't understand how to translate the many tutorials…
Typhaon
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Jacobian of Identity?

If one does the substitution as mentioned here, the left side will be Jacobian of an identity map isn’t it? How to compute that and how to conclude that the Jacobian here is invertible.
danny
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why we cannot use differential to prove jacobian transformation in double integral?

example if we have cylindrical coordinates : $x = r \ cos(\theta)$ $y = r \ sin(\theta)$ if we treated x as function of $r$ and $\theta$ then: $dx = \partial x / \partial r\ *\ dr\ + \partial x/ \partial \theta\ * \ d\theta$ $dy = \partial y /…
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Show that a 2-variable function is a bijection

Let $h:]0,+\infty[ \times ]-1,1[ \to \mathbb{R}\times ]0,+\infty[$ be defined by : $h((x,y)) = (u,v) = (xy, x\sqrt{1-y^2})$ I need to show that h is bijective. What I did: I showed that the jacobian of $h$ in a point $(a,b) \in ]0,+\infty[…
Conjecture
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How can we represent Newton's method in terms of first order differential equations including Jacobian matrix?

To solve a system of nonlinear equations which are equal to zero, ${f_i}(X) = 0\forall i \in 1:m,X = \left[ {{x_1},{x_2}, \cdots ,{x_n}} \right]$, we use Jacobian matrix and Newton algorithm. Hence, at each iteration, updated $X$ can be find by the…
user494522
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How can we find smallest singular value of Jacobian matrix of a system of nonlinear equations without finding the solution?

To solve a system of nonlinear equations which are equal to zero, ${f_i}(X) = 0\forall i \in 1:n,X = \left[ {{x_1},{x_2}, \cdots ,{x_n}} \right]$, we use Jacobian matrix and Newton algorithm. Hence, at each iteration, updated $X$ can be find by the…
user494522
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Why does the Jacobian change when changing the order of the output functions?

I have a function defined as $g(x_1,x_2,x_3,u) = (x_1,x_2 - u, x_3,x_2 + u)$ that I am trying to find the Jacobian. In this case, the Jacobian is 1 since we obtain $$\left| \begin{array}{cccc} dx_1/dx_1 & dx_1/dx_2 & dx_1/dx_3 & dx_1/du \\…
Rich
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