English

General Tensor Decomposition, Moment Matrices and Applications

Algebraic Geometry 2012-10-17 v3

Abstract

The tensor decomposition addressed in this paper may be seen as a generalisation of Singular Value Decomposition of matrices. We consider general multilinear and multihomogeneous tensors. We show how to reduce the problem to a truncated moment matrix problem and give a new criterion for flat extension of Quasi-Hankel matrices. We connect this criterion to the commutation characterisation of border bases. A new algorithm is described. It applies for general multihomogeneous tensors, extending the approach of J.J. Sylvester to binary forms. An example illustrates the algebraic operations involved in this approach and how the decomposition can be recovered from eigenvector computation.

Keywords

Cite

@article{arxiv.1105.1229,
  title  = {General Tensor Decomposition, Moment Matrices and Applications},
  author = {Alessandra Bernardi and Jerome Brachat and Pierre Comon and Bernard Mourrain},
  journal= {arXiv preprint arXiv:1105.1229},
  year   = {2012}
}

Comments

Submitted (2011)

R2 v1 2026-06-21T18:03:37.709Z