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Friday, April 12, 2024

Introduction to tensor (4) how to define trace?

In this blog, we would like to define the trace tr(S) of S∈EndR−Mod(Rn)​ from the tensor point of view.

Consider a natural transformation η:HomR−Mod(−,P)⊗N⟶HomR−Mod(−,P⊗N)​

Denote them as F,G.

HomR−Mod(M,P)⊗N→ηMHomR−Mod(M,P⊗N)F(f)↓↓G(f)HomR−Mod(M′,P)⊗N→ηM′HomR−Mod(M′,P⊗N)

Here ηM (similarly, ηM′) is defined as:

u⊗n⟼(m↦u(m)⊗n)

It is easy to verify that this forms a natural transformation.

A good news is, when we restrict the source of F,G to category of finite rank free R−module, then η will become a natural isomorphism! Since we are considering category of finite rank free R−module, we only need to prove it for

M≅Rn

But

HomR−Mod(Rn,P)⊗N≅∏i=1nHomR−Mod(R,P)⊗N

and

HomR−Mod(Rn,P⊗N)≅∏i=1nHomR−Mod(R,P⊗N)

Hence we only need to prove that

HomR−Mod(R,P)⊗N≅HomR−Mod(R,P⊗N)

But as we know the identity functor is representable.

HomR−Mod(R,H)≅H

Hence we only need to prove that

P⊗N≅P⊗N

It is automatically true. We down! ◻

Then let P=R we will get M∨⊗N≅HomR−Mod(M,N). Here M∨ means the dual module of M​.

m∗⊗n⟼(v↦m(v)n)

Now let us consider the tensor-hom adjoint again.

HomR−Mod(M⊗N,Q)≅HomR−Mod(M,HomR−Mod(N,Q))

When N,Q are free module, we have HomR−Mod(N,Q)≅N∨⊗Q.

Hence we have

HomR−Mod(M⊗N,Q)≅HomR−Mod(M,N∨⊗Q)

If we consider the category of free R−module, or even category of F− vector space, we get that

−⊗N is the left adjoint of N∨⊗−.

Remark. Relation wuth matrix representation of linear map.

HomR−Mod(M,N)↓M∨⊗N→Mh,k(R)

Let m1,...,mh be the basis of M∨ and n1,...,nk be the basis of N​, n1,...,nk be the dual basis.

ni(Tmj)ni=ni∘T(mj)ni=T′(ni)(mj)ni=m(mj)ni

Here T′ is the dual map of T​​.

M∨⊗N≅N⊗M∨,∑i,jai,jni⊗mj⟼∑i,jai,jEi,j

In particular, if N=M, we get that f:EndR−Mod(M)≅M∨⊗M​​​.

Let us define the pre-trace map τ as follows.

τ:M∨⊗M→R,v∗⊗v⟼v∗(v)

When you have a basis of M such as v1,...,vn and its dual basis v1,...,vn then every element in M∨⊗M could be written as

∑i,jai,jvi⊗vj

by the bilinear property.

The isomorphism between M∨⊗M≅Mn,n(R) is given by

vi⊗vj↦Ei,j

As you can see,

τ:∑i,jai,jvi⊗vj⟼∑iai,i

and the trace Tr is defined as

Tr:EndR−Mod(M)→fM∨⊗M→τR

 

 

 

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