Invertible Non-Linear Transformation

In summary, the conversation discusses whether a given transformation is invertible and how to find its inverse. The transformation is nonlinear and can be thought of as two separate single variable functions. The concept of jacobians and the inverse function theorem are also mentioned. The individual is unsure how to prove the invertibility without showing an inverse.
  • #1
tangibleLime
71
0

Homework Statement


Is this invertible? If so, find the inverse.

[tex]\left( \begin{array}{ccc}
y_{1} \\
y_{2} \end{array} \right) = \left( \begin{array}{ccc}
x_{1}^{3} \\
x_{2} \end{array} \right)[/tex]

Homework Equations


The Attempt at a Solution



I know that an invertible LINEAR transformation is a L.T. (linear transformation) that can be reversed (right?), so that if L : Rn -> Rn, M : Rn -> Rn, [tex]M \circ L[/tex] results in the identity matrix of n.

However, I don't really know how to go about finding this, and besides, it is noted that this is a NON-linear transformation (now I'm really clueless). I also don't know how to prove this is invertible without just showing an inverse as my proof. Any help would be great.

Thanks.
 
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  • #2
this can be thought of as two separate single variable functions if it helps as
y1=y1(x1) and y2=y2(x2)

also do you know about jacobians and the inverse function theorem?
 

FAQ: Invertible Non-Linear Transformation

What is an invertible non-linear transformation?

An invertible non-linear transformation is a mathematical function that maps one set of values to another set of values in a non-linear manner. This means that the output values are not directly proportional to the input values, and the function cannot be represented by a straight line.

Why is invertibility important in non-linear transformations?

Invertibility is important in non-linear transformations because it allows us to reverse the mapping process and retrieve the original values from the transformed values. This is crucial in many scientific and engineering applications, where the original data is needed for analysis or further processing.

What are some examples of invertible non-linear transformations?

Some examples of invertible non-linear transformations include logarithmic, exponential, and power functions. Other examples include trigonometric functions such as sine, cosine, and tangent, as well as polynomial and rational functions.

How does an invertible non-linear transformation differ from a linear transformation?

An invertible non-linear transformation differs from a linear transformation in that the former involves a non-linear relationship between the input and output values, while the latter has a linear relationship (i.e. a straight line). Additionally, an invertible non-linear transformation is not subject to the constraints of linearity, such as the preservation of proportions and the superposition principle.

What are some applications of invertible non-linear transformations?

Invertible non-linear transformations have many applications in fields such as signal processing, data compression, image and video processing, and machine learning. They are also used in areas like economics, finance, and population modeling to describe complex relationships between variables that cannot be accurately modeled using linear functions.

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