Simplest Examples for Tensors in Linear Algebra

86 Views Asked by At

In my attempt to gain some sort of understanding of tensor products (of vector spaces), and looking at the corresponding nLab entry (or Wikipedia's), I tried to consider a very basic example. Unfortunately, even there, I'm stuck.


Let $V=W=U=\mathbb{R}^2$ (with the standard bases).

Let $B : V \times W \to U$ be bilinear.

Let $B_\otimes : V\otimes W \to U$ be linear and such that $B_\otimes(v\otimes w) = B(v,w)$ for all $v\in V$ amd $w\in W$.

\begin{align*} v=\begin{bmatrix} v_1 \\ v_2 \end{bmatrix},\ w=\begin{bmatrix} w_1 \\ w_2 \end{bmatrix},\quad & B(v,w) = \begin{bmatrix} v_1 + w_2 \\ v_2 - w_1 \end{bmatrix}. \text{Edit: Not bilinear} \\ v \otimes w = \begin{bmatrix} v_1w_1 & v_1w_2 \\ v_2w_1 & v_2w_2 \end{bmatrix},\quad & B_\otimes(v \otimes w) = {?} \end{align*}


How could I extract, say, $v_1$, using only some linear combination of $v_iw_j$'s? Or is this not what is being asked by this example? How else can I explicitly write $B(v\otimes w)$?

I hope at least that what I already wrote of the example is not grossly unfounded.

Any 'other' simple and instructive examples of tensors / tensor products of vector spaces would, of course, also be much appreciated.