Linear Transformation problem. .

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SUMMARY

The discussion focuses on identifying all linear transformations \( T: V \rightarrow V \) that satisfy the condition \( T = T^2 \). The key insight is that any vector \( x \) in vector space \( V \) can be expressed as \( x = T(x) + (x - T(x)) \). This leads to the conclusion that \( V \) can be represented as the direct sum of the image of \( T \) and the null space \( N(T) \). The problem also explores the converse: determining if a linear transformation can be constructed given \( V \) as a direct sum of two subspaces.

PREREQUISITES
  • Understanding of vector spaces and linear transformations
  • Familiarity with the concepts of image and kernel of a linear transformation
  • Knowledge of direct sums in linear algebra
  • Basic proficiency in mathematical notation and manipulation
NEXT STEPS
  • Study the properties of idempotent linear transformations
  • Learn about the relationship between the image and kernel of linear maps
  • Explore the concept of direct sums in vector spaces
  • Investigate examples of linear transformations that satisfy \( T = T^2 \)
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Students studying linear algebra, mathematicians interested in linear transformations, and educators seeking to enhance their understanding of vector space properties.

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Homework Statement


Let [tex]\mathrm{V}[/tex] be a vector space. Determine all linear transformations [tex]\mathrm{T}:V\rightarrow V[/tex] such that [tex]\mathrm{T}=\mathrm{T}^2[/tex].


Homework Equations


Hint was given and it was like this:
Note that [tex]x=\mathrm{T}(x)+(x-\mathrm{T}(x))[/tex] for every [tex]x[/tex] in [tex]V[/tex], and show that [tex]V=\{y:\mathrm{T}(y)=y\}\oplus\mathrm{N}(T)[/tex]



The Attempt at a Solution


I tried to calculate [tex]T(x)[/tex] and [tex]T^2(x)[/tex] using [tex]x=T(x)+(x-T(x))[/tex] and put [tex]T[/tex] and [tex]T^2[/tex] equal. But, I do not think this is how to solve this problem... =(
 
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Each x can be written as x = T(x) + (x-T(x)) so note that:

T(T(x)) = T(x) so T(x) is in the set {y:T(y)=y}

And T(x-T(x)) = T(x) - T2(x) = T(x) - T(x) = 0 so x-T(x) is in N(T).

So given a T, we can represent V as the direct sum of the kernel of T and the image of T. The opposite question is, given V as the direct sum of two subspaces, can we find a T such that one is the kernel and the other is the image?
 

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