The typical rank of tall three-way arrays

Authors
Citation
Jmf. Ten Berge, The typical rank of tall three-way arrays, PSYCHOMETRI, 65(4), 2000, pp. 525-532
Citations number
13
Categorie Soggetti
Psycology
Journal title
PSYCHOMETRIKA
ISSN journal
00333123 → ACNP
Volume
65
Issue
4
Year of publication
2000
Pages
525 - 532
Database
ISI
SICI code
0033-3123(200012)65:4<525:TTROTT>2.0.ZU;2-L
Abstract
The rank of a three-way array refers to the smallest number of rank-one arr ays (outer products of three vectors) that generate the array as their sum. It is also the number of components required for a full decomposition of a three-way array by CANDECOMP/PARAFAC. The typical rank of a three-way arra y refers to the rank a three-way array has almost surely. The present paper deals with typical rank, and generalizes existing results on the typical r ank of I x J x K arrays with K = 2 to a particular class of arrays with K g reater than or equal to 2. It is shown that the typical rank is I when the array is tall in the sense that JK - J < I < JK. In addition, typical rank results are given for the case where I equals JK - J.