Linear Functionals & Inner Products: Is This Theorem True?

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Discussion Overview

The discussion centers around the relationship between linear functionals and inner products in finite dimensional inner product spaces, specifically questioning whether all linear functionals can be represented in a certain form related to vectors in the space. The scope includes theoretical aspects and implications of the Riesz representation theorem.

Discussion Character

  • Exploratory
  • Technical explanation
  • Debate/contested

Main Points Raised

  • One participant questions whether every linear functional from a finite dimensional inner product space to the field can be expressed in the form associated with a vector in that space.
  • Another participant asserts that the statement is true for Hilbert spaces, emphasizing the importance of completeness and referencing the Riesz representation theorem.
  • A different participant provides a proof for finite dimensional spaces, demonstrating linear independence and spanning of functionals using a basis, while also noting that the result does not hold in infinite dimensions without additional restrictions.
  • This participant further clarifies that if the focus is on complete inner-product spaces and continuous functionals, the result can be true, although the proof is more complex.
  • A later reply expresses gratitude to the previous contributors, indicating engagement with the discussion.

Areas of Agreement / Disagreement

Participants express differing views on the applicability of the theorem in finite versus infinite dimensional spaces, with some asserting its validity in finite dimensions and others indicating limitations in infinite dimensions. There is no consensus on the generality of the theorem across all dimensions.

Contextual Notes

The discussion highlights the dependence on the dimensionality of the space and the conditions under which the theorem holds, particularly regarding completeness and continuity of functionals.

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Is this "theorem" true? Relationship between linear functionals and inner products

Suppose we have a finite dimensional inner product space V over the field F. We can define a map from V to F associated with every vector v as follows:
[tex]\underline{v}:V\rightarrow \mathbb{F}, \ w \mapsto \langle w,v\rangle[/tex]
Clearly this is a linear functional.

My question is whether all linear functionals from V to F are of this form. That is, is it true that for every f in V*, there exists a unique v such that f = v?

I have a felling that it is, but I can't prove it.
 
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It is true for any Hilbert space (including infinite dimensional). The important thing is completeness. This is called the Riesz representation theorem.
 


It is quite easy to see for finite dimensional spaces. If [itex]\{e_1,...,e_n\}[/itex] are a basis for V, then we can define

[tex]\varepsilon_i:V\rightarrow \mathbb{F}:v\rightarrow <e_i,v>[/tex]

The [itex]\varepsilon_i[/itex] are easily seen to be linearly independent. Indeed, if [itex]\alpha_i[/itex] are such that

[tex]\sum_{i=1}^n \alpha_i\varepsilon_i=0[/tex]

then for all v in V holds that

[tex]0=\sum_{i=1}^n \alpha_i<e_i,v>=<\sum_i \alpha_ie_i,v>.[/tex]

Since this is true for all v, it is in particular true for [itex]\sum_i\alpha_ie_i[/itex]. And thus
[itex]\sum_i \alpha_ie_i=0[/itex]. Since [itex]\{e_1,...,e_n\}[/itex] is a basis, it follows that [itex]\alpha_1=...=\alpha_n=0[/itex]. Thus linear independence holds.

The [itex]\{\varepsilon_1,...,\varepsilon_n\}[/itex] also span [itex]V^*[/itex]. Indeed, if [itex]\varphi:V\rightarrow \mathbb{F}[/itex] is an arbitrary functional, then we define

[tex]\alpha_i=\varphi(e_i)[/tex]

For an arbitrary v holds that we can write [itex]v=\sum_i <e_i,v>e_i[/itex]. Thus

[tex]\varphi(v)=\varphi(\sum_i <e_i,v> e_i)=\sum_i\varphi(e_i) <e_i,v>[/tex]

Since this holds for all v, we have

[tex]\varphi=\sum_i \alpha_i \varepsilon_i[/tex]

So this proves the result for finite dimensional spaces. The result in infinite dimensions is false, since [itex]V^*[/itex] can really be huge.

However, if we restrict our attention to complete inner-product spaces and to continuous functionals, then the result is true. The proof is not as easy as the one I just gave though.

This Riesz representation theorem forms the justification for bra-ket notation (if you're familiar with that).
 


Thank you pwsnafu and micro mass.
 

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