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On the uniqueness of the canonical polyadic decomposition of third-order tensors - Part II : Uniqueness of the overall decomposition
- Publication Year :
- 2013
- Publisher :
- Society for Industrial and Applied Mathematics, 2013.
-
Abstract
- Canonical Polyadic (also known as Candecomp/Parafac) Decomposition (CPD) of a higher-order tensor is decomposition in 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.<br />28 pages
- Subjects :
- Pure mathematics
Multilinear algebra
Rank (linear algebra)
SISTA
Factor matrix
Computer Science::Numerical Analysis
15A69, 15A23
Mathematics - Spectral Theory
Third order
Decomposition (computer science)
FOS: Mathematics
Uniqueness
Tensor
Spectral Theory (math.SP)
Analysis
Compound matrix
Mathematics
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....3a53727fbe0e73689d90a0cc961fb2e8