Characteristic property of the tensor product
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Important linear algebra here. Totally
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[hide]Statement
Let F be a field and let ((Vi,F))ki=1 be a family of finite dimensional vector spaces over F. Let (W,F) be another vector space over F. Then[1]:- If A:V1×⋯×Vk→W is any multilinear map
- there exists a unique linear map, ¯A:V1⊗⋯⊗Vk→X such that:
- ¯A∘p=A (that is: the diagram on the right commutes)
- there exists a unique linear map, ¯A:V1⊗⋯⊗Vk→X such that:
Where p:V1×⋯×Vk→V1⊗⋯⊗Vk by p:(v1,…,vk)↦v1⊗⋯⊗vk (and is p is multilinear) (see claim 1 for the proof of this)
Proof of claims
Claim 1: p is multilinear
- Let i∈{1,…,k} be given
- p(v1,…,vi−1,vi+λu,vi+1,…,vk)=v1⊗⋯⊗vi−1⊗(vi+λu)⊗vi+1⊗⋯⊗vk
- =(v1⊗⋯⊗vk)+(v1⊗⋯⊗vi−1⊗λu⊗vi+1⊗⋯⊗vk)
- =(v1⊗⋯⊗vk)+λ(v1⊗⋯⊗vi−1⊗u⊗vi+1⊗⋯⊗vk)
- Next notice: p(v1,…,vk)+λp(v1,…,vi−1,u,vi+1,…,vk)
- =(v1⊗⋯⊗vk)+λ(v1⊗⋯⊗vi−1⊗u⊗vi+1⊗⋯⊗vk)
- We see: p(v1,…,vi−1,vi+λu,vi+1,…,vk)=p(v1,…,vk)+λp(v1,…,vi−1,u,vi+1,…,vk)
- Since i∈{1,…,k} was arbitrary, we see it is linear in each i - the definition of a multilinear map
Proof
The gist of the proof is as follows:- First note that by the characteristic property of the free vector space that ¯A extends uniquely to a linear map ˜A:F(V1×⋯×V2)→W
- Now we want to factor ¯A through π, this will yield us another linear map:
- ¯A:F(V1×⋯×VK)R⏟i.e. V1⊗⋯⊗Vk→W - as required
- To do this we use the group factorisation theorem:
- If R=Ker(π)⊆Ker(˜A) then ˜A factors through π to yield (in this case) ¯A, and furthermore ¯A is a linear map.
- Let (v1,…,vi−1,avi,vi+1,…,vk)∈R be given
- Then ˜A(v1,…,vi−1,avi,vi+1,…,vk) is:
- =A(v1,…,vi−1,avi,vi+1,…,vk) as it extends A and (v1,…,vi−1,avi,vi+1,…,vk)∈V1×⋯×Vk
- =aA(v1,…,vk) as A is multilinear
- =a˜A(v1,…,vk) as ˜A is an extension of A
- =˜A(a(v1,…,vk)) as ˜A is linear
- Then ˜A(v1,…,vi−1,avi,vi+1,…,vk) is:
- Let (v1,…,vi−1,avi,vi+1,…,vk)∈R be given
- If R=Ker(π)⊆Ker(˜A) then ˜A factors through π to yield (in this case) ¯A, and furthermore ¯A is a linear map.
Grade: A
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The gist is above. Tidy up a bit, basically done, not quite sure where to go, demote to E once the outline is complete
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