S. D. V. Stephens

notes / Studies in Algebra and Group Theory / chapter 5: Multilinear Algebra / From my notebooks

N27 Tensor products, trace, and symmetric tensors

as a tensor product

where the second isomorphism sends .

In bases: take a basis of , the dual basis of , and a basis of . Then

Trace of a linear operator

The usual definition: the trace of a square matrix is and (read the lecture notes lol).

If is upper triangular with diagonal entries (these are the eigenvalues), then where is the multiplicity of .

Basis-free: the trace is the composite where the second map comes from the bilinear map Given a basis of and the dual basis of , along we get

Multilinear maps

Definition N27.1. A map is multilinear if it is linear in each variable separately.

Symmetric tensors

Definition N27.2. is symmetric if for all .

Let meow . Just do it: Finally, this is MUCH BETTER.