Discovering the Meaning of a Jacobian in Multivariable Functions

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    Jacobian Mean
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The Jacobian represents the rate of change of a multivariable function and is crucial for transforming between coordinate systems, such as Cartesian to polar coordinates. It quantifies how area changes under transformation, where the determinant of the Jacobian matrix gives the area of the parallelogram spanned by two vectors in R². In Cartesian coordinates, the area of a rectangle is expressed as dxdy, while in new coordinates, it is represented as |J|dudv, with J being the Jacobian determinant. Understanding the Jacobian helps in visualizing and calculating changes in area during coordinate transformations. For a deeper understanding, resources like Stewart's calculus book provide clear explanations and illustrations.
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What does a jacobian mean? I know what it IS, as in, if given a set of multivariable functions, I can find out the jacobian, but what does it MEAN?

And why do we use it to change between coordinate systems (cartesian-> polar =|jacobian of polar|* function in polar coordinates)?
 
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The short answer is that when you take 2 vectors of R² and compute the determinant of the matrix whose lines or columns are the components of these vectors, you get the area of the parallelogram spanned by these 2 vectors.

In cartesian coordinates, the area of a little rectangle R is dxdy. It turns out that for a change of coordinates (x,y)<-->(u,v), then the area of the rectangle R in the new coordinates u,v is |J|dudv, where J is the jacobian determinant.

I recommend the calculus book by Stewart, where this is explained in many drawings with colours and excellent explanations.
 
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