A Tour of Constrained Tensor Canonical Polyadic Decomposition - Archive ouverte HAL Accéder directement au contenu
Rapport (Rapport De Recherche) Année : 2016

A Tour of Constrained Tensor Canonical Polyadic Decomposition

Résumé

This paper surveys the use of constraints in tensor decomposition models. Constrained tensor decompositions have been extensively applied to chemometrics and array processing, but there is a growing interest in understanding these methods independently of the application of interest. We suggest a formalism that unifies various instances of constrained tensor decomposition, while shedding light on some possible extensions of existing methods.
Fichier principal
Vignette du fichier
ConstrainedSurveyv4.pdf (643.93 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-01311795 , version 1 (04-05-2016)

Identifiants

  • HAL Id : hal-01311795 , version 1

Citer

Jérémy E Cohen, Konstantin Usevich, Pierre Comon. A Tour of Constrained Tensor Canonical Polyadic Decomposition. [Research Report] GIPSA-lab. 2016. ⟨hal-01311795⟩
785 Consultations
795 Téléchargements

Partager

Gmail Facebook X LinkedIn More