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ON THE UNIQUENESS OF THE CANONICAL POLYADIC DECOMPOSITION OF THIRD-ORDER TENSORS--PART II: UNIQUENESS OF THE OVERALL DECOMPOSITION.

Authors :
DOMANOV, IGNAT
DE LATHAUWER, LIEVEN
Source :
SIAM Journal on Matrix Analysis & Applications. 2013, Vol. 34 Issue 3, p876-903. 28p.
Publication Year :
2013

Abstract

Canonical polyadic (also known as Candecomp/Parafac) decomposition (CPD) of a higher-order tensor is decomposition into a minimal number of rank-1 tensors. In Part I, we gave an overview of existing results concerning uniqueness and presented new, relaxed, conditions that guarantee uniqueness of one factor matrix. In Part II we use these results for establishing overall CPD uniqueness in cases where none of the factor matrices has full column rank. We obtain uniqueness conditions involving Khatri-Rao products of compound matrices and Kruskal-type conditions. We consider both deterministic and generic uniqueness. We also discuss uniqueness of INDSCAL and other constrained polyadic decompositions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08954798
Volume :
34
Issue :
3
Database :
Academic Search Index
Journal :
SIAM Journal on Matrix Analysis & Applications
Publication Type :
Academic Journal
Accession number :
108648638
Full Text :
https://doi.org/10.1137/120877258