What is the inner product of a linear operator on a complex inner product space?

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SUMMARY

The discussion centers on the properties of a linear operator T on a complex inner product space V, specifically analyzing the operator S defined as S = I + T^{*}T. Participants explore the expression in terms of x and Tx, and the properties of inner products necessary to tackle the problem. Key conclusions include that every eigenvalue λ of S is real and satisfies λ ≥ 1, and that the nullspace of S is {0}. The discussion emphasizes the importance of understanding the definition of the adjoint operator T^{*} and the properties of inner products.

PREREQUISITES
  • Understanding of complex inner product spaces
  • Familiarity with linear operators and their adjoints
  • Knowledge of inner product properties
  • Basic linear algebra concepts, including eigenvalues and nullspaces
NEXT STEPS
  • Study the properties of adjoint operators in linear algebra
  • Learn about eigenvalues and eigenvectors in the context of linear operators
  • Explore the implications of the spectral theorem for self-adjoint operators
  • Investigate the role of inner products in functional analysis
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Students and professionals in mathematics, particularly those studying linear algebra, functional analysis, or quantum mechanics, will benefit from this discussion.

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Homework Statement



Let [tex]T : V \rightarrow V[/tex] be a linear operator on a complex inner product space [tex]V[/tex] , and let
[tex]S = I + T^{*}T[/tex], where [tex]I : V \rightarrow V[/tex] is the identity.
(a) Write [tex]<Sx,x>[/tex] in terms of [tex]x[/tex] and [tex]Tx[/tex].
(b) Prove that every eigenvalue [tex]\lambda[/tex] of [tex]S[/tex] is real and satisfies [tex]\lambda[/tex][tex]\geq 1[/tex].
(c) Prove that the nullspace of [tex]S[/tex] is [tex]\{0\}[/tex].

Homework Equations


The Attempt at a Solution


Ok I really hardly have any idea on how to tackle this problem.

Am I right in thinking that; in terms of [tex]Tx[/tex] and [tex]x[/tex]
[tex]<Sx,x>[/tex] becomes [tex]<[I+T^{*}T]x,x>[/tex]?
If so, I'm thinking of using the properties of inner products, but so far I've only dealt with scalars inside the <,> brackets, and not linear operators.
I'm really struggling with it and thus haven't attempted parts b or c yet.

Any help/comments would be greatly appreciated,
cheers!
 
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phagist_ said:

Homework Statement



Let [tex]T : V \rightarrow V[/tex] be a linear operator on a complex inner product space [tex]V[/tex] , and let
[tex]S = I + T^{*}T[/tex], where [tex]I : V \rightarrow V[/tex] is the identity.
(a) Write [tex]<Sx,x>[/tex] in terms of [tex]x[/tex] and [tex]Tx[/tex].
(b) Prove that every eigenvalue [tex]\lambda[/tex] of [tex]S[/tex] is real and satisfies [tex]\lambda[/tex][tex]\geq 1[/tex].
(c) Prove that the nullspace of [tex]S[/tex] is [tex]\{0\}[/tex].

Homework Equations





The Attempt at a Solution


Ok I really hardly have any idea on how to tackle this problem.

Am I right in thinking that; in terms of [tex]Tx[/tex] and [tex]x[/tex]
[tex]<Sx,x>[/tex] becomes [tex]<[I+T^{*}T]x,x>[/tex]?
If so, I'm thinking of using the properties of inner products, but so far I've only dealt with scalars inside the <,> brackets, and not linear operators.
Well, what are the "properties of inner products" that you could use? Stop "thinking" about using them and use them! Mainly what you need about linear operators here is the definition of [itex]T^*[/itex]

I'm really struggling with it and thus haven't attempted parts b or c yet.

Any help/comments would be greatly appreciated,
cheers!
 
So I have
[tex] <[I+T^{*}T]x,x>[/tex]

and the definition of [tex]T^*[/tex] is [tex]<Tx,x>=<x,T^*x>[/tex]

but I'm not really familiar with [tex]<Sx,x>[/tex].. this means that S is operating on x, right?
Then another way to say it is [tex] <[I+T^{*}T]x,x>[/tex]
I'm looking for a way to 'break it up'.. I know the property that [tex]<ax,x> = a<x,x>[/tex] and [tex]<x+y,z> = <x,z> + <y,z>[/tex]but as I said before, I'm only familiar with that when a, x, y and z are scalars from some field.

Sorry if these questions/remarks seem stupid, but I just haven't come a problem of this variety before - and are unfamiliar with how to handle it.
 

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