Tensor product

cosmos 6th November 2017 at 4:02pm
Vector space

The tensor product VWV \otimes W of two Vector spaces VV and WW is a vector space with basis given by viwjv_i \otimes w_j, where viv_i and wjw_j are a basis of VV and WW, respectively.

We can also define an operation :V×WVW\otimes: V\times W \to V \otimes W, which takes vVv \in V and wWw\in W to vwVWv \otimes w \in V \otimes W, and which is bilinear.

In terms of Category theory, it can be defined as being the vector space VWV\otimes W which has a universal property that if B:V×WUB: V \times W \to U is a bilinear map to a vector space UU then there is a unique linear map β:VWU\beta: V \otimes W \to U such that B(v,w)=β(vw)B(v,w) = \beta(v \otimes w).

We can also define VWV \otimes W as the dual space of the space of bilinear forms on V×WV \times W.

See here.

We can extend the product to products of many vector spaces. We write pV=V...V\otimes^p V = V \otimes ... \otimes V (pp times). With the Direct sum of these we can construct the Tensor algebra.

Tensor and wedge products are Functorial under Linear maps

Can also extend tensor product to Vector bundles