Questions tagged [tensor-decomposition]

For questions related to tensor decomposition. A tensor decomposition is any scheme for expressing a tensor as a sequence of elementary operations acting on other, often simpler tensors.

In multilinear algebra, a tensor decomposition is any scheme for expressing a tensor as a sequence of elementary operations acting on other, often simpler tensors. Many tensor decompositions generalize some matrix decompositions.

The main tensor decompositions are:

  • tensor rank decomposition;
  • higher-order singular value decomposition;
  • Tucker decomposition;
  • matrix product states, and operators or tensor trains;
  • hierarchical Tucker decomposition; and
  • block term decomposition.

For more, check out this link.

130 questions
1
vote
2 answers

Tensor product decomposition

This question is a generalization of this one. For the sake of this question, a tensor product of $$ and $$ is a couple $(,ℎ)$ where $$ is a vector space and $ℎ:×→$ is a bilinear map satisfying the the universal property : for every vector space $$…