Inverse mapping theorem , Transformations

In summary, a linear transformation is a function that involves only sums and differences of products of numbers with a variable and maps straight lines into straight lines. In the given problem, the transformation f(x,y)=(x-2y, 2x-y) is linear because it involves only sums and differences of products of numbers with a variable. This can also be seen by writing it as a matrix multiplication. Therefore, it maps the region in the xy-plane to a triangle with straight lines as its sides in the uv-plane.
  • #1
kingwinner
1,270
0
A quick question this time...

Example: Let (u,v)=f(x,y)=(x-2y, 2x-y).
Find the region in the xy-plane that is mapped to the triangle with vertices (0,0),(-1,2),(2,1) in the uv-plane.



Solution:
(0,0)=f(0,0), (-1,2) = f(5/3,4/3), and (2,1)=f(0,-1), the region is the triangle with these vertices.


My question is:
Yes, we get three points, but how do you know FOR SURE that the region is a TRIANGLE? I am lost here...

Thanks for explaining!
 
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  • #2
You know "for sure" because the transformation is LINEAR- it maps straight lines into straight lines. If that's not enough, see what the transformation does to the line between (0,0) and (-1, 2) in the uv-plane. That is, of course, v= -2u.

Since u= x-2y and v= 2x-y, that becomes 2x-y= -2(x- 2y)= -2x+ 4y. Then adding y and 2x to both sides we have 4x= 5y or y= (4/5)x, the equation of a straight line.

Do the same with the other two sides of the triangle, v= (1/2)u and v= -(1/3)u+ 5/3 to see that they are mapped into straight lines.
 
  • #3
Is there any quick way to see that this transfromation is linear?



"it maps straight lines into straight lines" <---is this always true for linear transfomations and is it what a linear transformation means geometrically? (I was never aware of the geometrical meaning of a linear transformation, I was just given the definition in my linear algebra course)
 
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  • #4
How can you be dealing with a problem like this and not know what a "linear" function is?
f(x,y)=(x-2y, 2x-y) is linear because it involves only sums and differences of products of numbers with a variable. There are no powers of variables, products of different variables, or more complicated functions. Notice that you could also write this as a single matrix multiplication:
[tex]f(x,y)= \left[\begin{array}{cc} 1 & -2 \\ 2 & -1\end{array}\right]\left[\begin{array}{c} x \\ y\end{array}\right][/tex]
That's a sure sign of a linear transformation.

Yes, it is fairly easy to prove that a linear transformation maps lines into lines.
 
  • #5
But the definition of linear transformation that I've learned is:

T: U->V is a linear transformation iff T(au+bv)=aT(u)+bT(v) for all u E U, v E V, for all a, b E R
 
  • #6
and a matrix multiplying vectors in Rn satisfies that perfectly well
 
  • #7
Office_Shredder said:
and a matrix multiplying vectors in Rn satisfies that perfectly well

but by seeing that x-2y, 2x-y are linear polynominals, is it enough to say that f(x,y)=(x-2y, 2x-y) is a linear transformation? (these 2 definitions of "linear" seem quite distinct to me...for example, a linear polynominal allows a constant term, but a linear transfomration does not...)
 
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  • #8
Yes, but seeing that x-2y, 2x-y are linear polynomials without constant term is enough!
 

Related to Inverse mapping theorem , Transformations

1. What is the Inverse Mapping Theorem?

The Inverse Mapping Theorem is a mathematical theorem that establishes conditions under which a transformation between two sets is invertible, meaning that it has a corresponding inverse transformation that can undo its effects.

2. What is the importance of the Inverse Mapping Theorem?

The Inverse Mapping Theorem is important because it allows us to determine whether a transformation is bijective, meaning that it has a one-to-one correspondence between its input and output. This is useful in many areas of mathematics, including calculus, differential equations, and linear algebra.

3. What is a transformation in mathematics?

In mathematics, a transformation is a function that maps elements from one set to another. It is often used to describe geometric changes such as rotations, translations, and reflections in space. Inverse mapping refers to finding the original elements that were transformed to obtain a given set of outputs.

4. How is the Inverse Mapping Theorem related to the Implicit Function Theorem?

The Inverse Mapping Theorem and the Implicit Function Theorem are closely related, as they both deal with the invertibility of functions. The Inverse Mapping Theorem is a more general statement, while the Implicit Function Theorem is a specific application of the Inverse Mapping Theorem to functions defined by implicit equations.

5. Can the Inverse Mapping Theorem be applied to nonlinear transformations?

Yes, the Inverse Mapping Theorem can be applied to both linear and nonlinear transformations. It does, however, have stricter conditions for nonlinear transformations in order for the inverse transformation to exist and be differentiable. These conditions involve the Jacobian matrix, which measures the rate of change of a function with respect to its inputs.

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