Correspondence between between tensor product and bilinear maps

Click For Summary
SUMMARY

The discussion centers on the relationship between tensor products and bilinear maps in the context of finite and infinite dimensional vector spaces V and W over a field K. It establishes that there exists a natural isomorphism T: V ⊗ W → (V*, W*)* for finite dimensional spaces, defined by T(A) = 𝑎^rρ(v_r)ψ(w_r). However, this isomorphism fails to be surjective when V and W are infinite dimensional, as demonstrated by the overdetermined nature of the equations required to represent bilinear maps using tensors. The conversation also touches on the implications of cardinality in the context of isomorphism classes of vector spaces.

PREREQUISITES
  • Understanding of tensor products in linear algebra
  • Familiarity with bilinear maps and dual spaces
  • Knowledge of finite and infinite dimensional vector spaces
  • Basic concepts of cardinality in set theory
NEXT STEPS
  • Study the properties of tensor products in infinite dimensional spaces
  • Explore the implications of cardinality on vector space isomorphisms
  • Investigate the structure of bilinear maps and their representations
  • Learn about the limitations of finite-dimensional representations in infinite-dimensional contexts
USEFUL FOR

Mathematicians, particularly those specializing in linear algebra, functional analysis, and anyone interested in the theoretical aspects of vector spaces and their mappings.

jojo12345
Messages
42
Reaction score
0
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

T:V\otimes W\rightarrow (V^{*},W^{*})^{*}

where

T(A)=\bar{A},\forall A\in V\otimes W

and

\bar{A}(\rho,\psi)=(\bar{a^{r}v_{r}\otimes w_{r}})(\rho,\psi)=a^{r}\rho(v_{r})\psi(w_{r}) 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 S_{1}=\{ \rho{}_{1},\rho{}_{2},...\} be a countable subset of a basis for V^{*} and S_{2}=\{ \psi{}_{1},\psi{}_{2},...\} be a countable subset of a basis for W^{*}. Now let F\in(V^{*},W^{*})^{*} be a bilinear map such that F(\rho{}_{i},\psi{}_{j})=k_{i,j}. 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 \displaystyle very 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.
 
Physics news on Phys.org
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.(V^{*},W^{*})^{*} is the space of all bilinear maps \psi : V^{*}\times W^{*}\rightarrow \mathbb{K} where \mathbb{K} is the underlying field.
 
It's not obvious to me why the two bases would not have the same cardinality.
 

Similar threads

  • · Replies 7 ·
Replies
7
Views
3K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 32 ·
2
Replies
32
Views
4K
  • · Replies 10 ·
Replies
10
Views
3K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
2
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K