bibtype J - Journal Article
ARLID 0448266
utime 20240103210756.8
mtime 20151022235959.9
SCOPUS 84959352095
WOS 000362746500005
DOI 10.1109/TSP.2015.2458789
title (primary) (eng) Tensor Deflation for CANDECOMP/PARAFAC - Part II: Initialization and Error Analysis
specification
page_count 12 s.
media_type P
serial
ARLID cav_un_epca*0256727
ISSN 1053-587X
title IEEE Transactions on Signal Processing
volume_id 63
volume 22 (2015)
page_num 5939-5950
keyword Canonical polyadic decomposition
keyword tensor deflation
keyword performance analysis
author (primary)
ARLID cav_un_auth*0274170
name1 Phan
name2 A. H.
country JP
author
ARLID cav_un_auth*0101212
full_dept (cz) Stochastická informatika
full_dept Department of Stochastic Informatics
department (cz) SI
department SI
full_dept Department of Stochastic Informatics
name1 Tichavský
name2 Petr
institution UTIA-B
fullinstit Ústav teorie informace a automatizace AV ČR, v. v. i.
author
ARLID cav_un_auth*0274171
name1 Cichocki
name2 A.
country JP
source
url http://library.utia.cas.cz/separaty/2015/SI/tichavsky-0448266.pdf
cas_special
project
ARLID cav_un_auth*0303443
project_id GA14-13713S
agency GA ČR
country CZ
abstract (eng) In Part I of the study of the tensor deflation for CANDECOMP/PARAFAC, we have shown that the rank-1 tensor de- flation is applicable under some conditions. Part II of the study presents several initialization algorithms suitable for the algorithm proposed in Part I. In addition, Part II contains an algorithm for the case when one or more factor matrices in the estimated model is constrained to be orthogonal. Finally, Part II provides an error analysis of the tensor deflation algorithm, which shows that there is a marginal loss of accuracy of the deflation algorithm compared to the ordinary CP decomposition.
RIV BB
reportyear 2016
num_of_auth 3
inst_support RVO:67985556
permalink http://hdl.handle.net/11104/0250565
confidential S
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arlyear 2015
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mrcbU63 cav_un_epca*0256727 IEEE Transactions on Signal Processing 1053-587X 1941-0476 Roč. 63 č. 22 2015 5939 5950