Why can the Jacobian represent transformations?

AI Thread Summary
The discussion revolves around the assumption that transformations can be expressed in a linear form, specifically as x'_i = A_{ij}x_j, where A_{ij} represents the partial derivatives. This assumption is often justified by the principle of linear approximation, which states that functions can be approximated linearly near a point. The context of the discussion is within a mechanics course focusing on concepts like the metric tensor and covariance, where linear transformations are frequently encountered. Participants note the importance of understanding the foundational reasons for this assumption, especially in the absence of explicit restrictions on transformations. Clarifying this foundational aspect is essential for grasping the broader implications in physics.
Coffee_
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Why is it so that I can write:

##x'_i=A_{ij}x_j## where ##A_{ij}=\frac{\partial x'_i}{\partial x_j}##?

Yes if the first expression is assumed it is clear to me why the coefficients have to be the partial derivatives, but why can we assume that we can always write it in a linear fashion in the first place? I assume this is something similar to any function being linearly apporximated close enough to a point but I'd like to hear it to be sure.
 
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Coffee_ said:
I assume this is something similar to any function being linearly apporximated close enough to a point but I'd like to hear it to be sure.

When you ask questions like this it would be good to have some context. In many cases, you will be dealing with linear transformations only.
 
Orodruin said:
When you ask questions like this it would be good to have some context. In many cases, you will be dealing with linear transformations only.

This is supposed to be a general 'math for physics' chapter in my mechanics course. We seem to have not made any type of restrictions on what kind of transformations we make or at least, I don't remember the prof mentioning it. This is an introduction to concepts like the metric tensor,covariance and such. I was just a bit confused why formally we could assume that a general transformation could be expressed as ##\vec{x'}=A\vec{x}## where ##A## is a matrix with the partial derivatives. Once we assume that, obviously I see why A is supposed to be filled with partial derivatives, but the assumption in the first place isn't clear.
 
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