Proving T is Normal from \left\|T^{*}v\right\|\leq\left\|Tv\right\|

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SUMMARY

The discussion centers on proving that an operator \( T \) in an inner product space \( V \) is normal if the condition \( \|T^{*}v\| \leq \|Tv\| \) holds. The proof utilizes the concept of the trace, specifically \( \text{Trace}(TT^{*}) \) and \( \text{Trace}(T^{*}T) \), establishing that these traces are equal, leading to the conclusion that \( \|T^{*}v\| = \|Tv\| \). This equality confirms that \( T \) is a normal operator. Additionally, the discussion touches on the implications of eigenvalues being zero and their relation to the operator being nilpotent or equal to zero.

PREREQUISITES
  • Understanding of inner product spaces
  • Familiarity with linear operators and their adjoints
  • Knowledge of the trace of operators
  • Concept of normal operators in functional analysis
NEXT STEPS
  • Study the properties of normal operators in functional analysis
  • Learn about the implications of the trace in operator theory
  • Explore the relationship between eigenvalues and operator behavior, particularly nilpotency
  • Investigate the conditions under which an operator is self-adjoint
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Students and researchers in mathematics, particularly those focusing on functional analysis, linear algebra, and operator theory. This discussion is beneficial for anyone looking to deepen their understanding of normal operators and their properties.

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Homework Statement


Suppose V is an inner product space and [tex]T\in L(V)[/tex]. Prove that if [tex]\left\|T^{*}v\right\|[/tex][tex]\leq[/tex][tex]\left\|Tv\right\|[/tex] then T is Normal.

Sorry for being bothersome; this is the first year I've ever written proofs so I'm a bit sketchy about them.

Homework Equations


The Attempt at a Solution

Define an Inner Product on V [tex]\left\langle Sv, Tv\right\rangle[/tex] = [tex]\ Trace(ST^{*})[/tex].
Then [tex]\left\|T^{*}v\right\|[/tex][tex]\leq[/tex][tex]\left\|Tv\right\| = Trace (TT^{*}) \leq Trace( T^{*}T)[/tex].
However, [tex]\ Trace (TT^{*}) = Trace (T^{*}T)[/tex]. Which implies [tex]\left\|T^{*}v\right\|[/tex] = [tex]\left\|Tv\right\|[/tex], and therefore T is normal

I worked up another solution, which I'm almost sure is correct, but if this one does indeed check out I'd prefer to use it ;p. It just seems wrong to me for some reason; because it implies that basically all linear maps are normal; but I can't place what I did incorrectly.
 
Last edited:
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Quantumpencil said:

Homework Statement


Suppose V is an inner product space and [tex]T\in L(V)[/tex]. Prove that if [tex]\left\|T^{*}v\right\|[/tex][tex]\leq[/tex][tex]\left\|Tv\right\|[/tex] then T is Normal.

Sorry for being bothersome; this is the first year I've ever written proofs so I'm a bit sketchy about them.


Homework Equations





The Attempt at a Solution

Define an Inner Product on V [tex]\left\langle Sv, Tv\right\rangle[/tex] = [tex]\ Trace(ST^{*})[/tex].
That is not an inner product on V, it is an inner product on L(V).

Then [tex]\left\|T^{*}v\right\|[/tex][tex]\leq[/tex][tex]\left\|Tv\right\| = Trace (TT^{*}) \leq Trace( T^{*}T)[/tex].
What justification do you have for [tex]\left\|T^{*}v\right\|\leq\left\|Tv\right\|[/tex]?

However, [tex]\ Trace (TT^{*}) = Trace (T^{*}T)[/tex]. Which implies [tex]\left\|T^{*}v\right\|[/tex] = [tex]\left\|Tv\right\|[/tex], and therefore T is normal

I worked up another solution, which I'm almost sure is correct, but if this one does indeed check out I'd prefer to use it ;p
 


We assumed that T*v was less than or equal to Tv; in order to show that T had to be normal.

An inner product on L(V), right. I think that destroys my "proof." Since it doesn't make sense to take the "Trace" of a vector.

I have another brief question; If all the eigenvalues of a particular operator are equal to 0, does that imply the operator is equal to 0? or just Nilpotent? The other proof I worked on shows that TT*-T*T is positive, and since Trace of that operator is 0, It must have all zeros along the diagonal. Then I sort of hand-wavily assumed I could say TT*-T*T = 0, and therefore TT* = T*T and T is a normal operator. Is there any solid justification for that?

EDIT: Nevermind I think I figured it out. T is Positive, so it's also self-adjoint; which means V has a basis of eigenvectors, but since all the eigenvalues are 0, TT*-T*T must be the zero map.

Hurray!
 
Last edited:

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