Correspondence between between tensor product and bilinear maps

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Discussion Overview

The discussion centers around the relationship between the tensor product of finite dimensional vector spaces and the space of bilinear maps from the dual spaces to the underlying field. Participants explore the implications of dimensionality on the isomorphism between these two constructs, particularly in the context of infinite dimensional spaces.

Discussion Character

  • Exploratory
  • Technical explanation
  • Debate/contested

Main Points Raised

  • One participant asserts a natural isomorphism exists between the tensor product of finite dimensional vector spaces and the space of bilinear maps, but questions the surjectivity of this mapping in the infinite dimensional case.
  • The same participant proposes that a bilinear map defined on countable subsets of dual bases may not correspond to a tensor due to the finite specification of tensors, leading to an overdetermined system of equations.
  • Another participant introduces the concept of dimension as a bijection between isomorphism classes of vector spaces and cardinal numbers, prompting a question about the relationship between the cardinalities of bases for the involved vector spaces.
  • A later reply seeks clarification on the definition of the space of bilinear maps, emphasizing the mapping from the dual spaces to the field.
  • One participant expresses uncertainty regarding the cardinality of the bases of the dual spaces and how this affects the isomorphism discussion.

Areas of Agreement / Disagreement

Participants express differing views on the nature of the isomorphism between the tensor product and bilinear maps, particularly in the context of infinite dimensional spaces. There is no consensus on the implications of dimensionality or the validity of the proposed arguments.

Contextual Notes

Participants note limitations in their arguments, including assumptions about the nature of bilinear maps and the cardinality of bases, which remain unresolved.

jojo12345
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When considering finite dimensional vector spaces V and W over a field K, there exists a natural isomorphism between their tensor product and the space of bilinear maps from the cartesian product of the dual spaces to the underlying field. However, the text I'm reading asserts that if V and W are infinite dimensional, then the two spaces are not isomorphic.

In the finite dimensional case, one natural isomorphism between the two spaces is given by

[tex]T:V\otimes W\rightarrow (V^{*},W^{*})^{*}[/tex]

where

[tex]T(A)=\bar{A},\forall A\in V\otimes W[/tex]

and

[tex]\bar{A}(\rho,\psi)=(\bar{a^{r}v_{r}\otimes w_{r}})(\rho,\psi)=a^{r}\rho(v_{r})\psi(w_{r})[/tex] where I'm using the summation convention. There isn't some fixed range for the sums- they must only be finite.

What I am trying to show is that this mapping is not surjective when V and W are not finite dimensional. I have an argument to suggest this is the case, but I would appreciate being corrected or having my thoughts confirmed.

Let [tex]S_{1}=\{ \rho{}_{1},\rho{}_{2},...\}[/tex] be a countable subset of a basis for [tex]V^{*}[/tex] and [tex]S_{2}=\{ \psi{}_{1},\psi{}_{2},...\}[/tex] be a countable subset of a basis for [tex]W^{*}[/tex]. Now let [tex]F\in(V^{*},W^{*})^{*}[/tex] be a bilinear map such that [tex]F(\rho{}_{i},\psi{}_{j})=k_{i,j}[/tex]. There will not always be a tensor that maps to this function because every tensor is specified by a finite number of scalar components (they are vectors after all) and the system of equations one would have to solve in order to determine the components is [itex]\displaystyle very[/itex] overdetermined.

The things I'm most unsure about are my ability to restrict F as I have and how the fact that a tensor can be represented by an arbitrarily large number of components affects the last sentence in my argument.

As a side note, I am also wondering about how to go about proving no isomorphism exists in the case of infinite dimensional spaces for even if what I tried to prove above is true, it only rules out a single map from being an isomorphism. It seems to me that perhaps my argument applies to any linear map between the two spaces. However, if my argument above doesn't hold water, then I have a bit more thinking to do.
 
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Dimension (cardinality of a basis) gives a bijection from {isomorphism classes of vector spaces} to {cardinal numbers}.



What is (X, Y), for vector spaces X and Y?
 
Sorry I didn't make it clear enough. I tried to suggest it in my first paragraph.[tex](V^{*},W^{*})^{*}[/tex] is the space of all bilinear maps [tex]\psi : V^{*}\times W^{*}\rightarrow \mathbb{K}[/tex] where [tex]\mathbb{K}[/tex] is the underlying field.
 
It's not obvious to me why the two bases would not have the same cardinality.
 

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