Multi Linear Algebra

Overview


Tensor


A k-tensor on a vector space V is a multilinear function from the Cartesian product of k copies of V to the reals.
{% T : V \times V \times ... \times V \rightarrow \mathbb{R} %}
where T is linear in each argument.


Extensions

  • Range is an arbitrary field, or vector space
  • Domain is a k Cartesian product of k possibly different vector spaces.


Tensor Product


If T is a k-tensor over V and S is an m tensor over V, then the tensor product of T and S is defined as
{% T \otimes S (v_i,...,v_k, v_{k+1},... v_{k+m}) = T(v_i,...,v_k) \times S(v_{k+1},... v_{k+m}) %}

Tensor


{% T^i_{j,k} %}

Topics


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