bibtype |
C -
Conference Paper (international conference)
|
ARLID |
0427990 |
utime |
20240111140847.1 |
mtime |
20140819235959.9 |
WOS |
000343655306155 |
DOI |
10.1109/ICASSP.2014.6854904 |
title
(primary) (eng) |
Deflation Method for CANDECOMP/PARAFAC Tensor Decomposition |
specification |
page_count |
5 s. |
media_type |
C |
|
serial |
ARLID |
cav_un_epca*0427988 |
ISBN |
978-1-4799-2892-7 |
title
|
2014 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) |
page_num |
6736-6740 |
publisher |
place |
Piscataway |
name |
IEEE |
year |
2014 |
|
|
keyword |
tensor decomposition |
keyword |
PARAFAC |
keyword |
CANDECOMP |
author
(primary) |
ARLID |
cav_un_auth*0274170 |
name1 |
Phan |
name2 |
A. H. |
country |
JP |
|
author
|
ARLID |
cav_un_auth*0101212 |
name1 |
Tichavský |
name2 |
Petr |
full_dept (cz) |
Stochastická informatika |
full_dept |
Department of Stochastic Informatics |
department (cz) |
SI |
department |
SI |
institution |
UTIA-B |
full_dept |
Department of Stochastic Informatics |
fullinstit |
Ústav teorie informace a automatizace AV ČR, v. v. i. |
|
author
|
ARLID |
cav_un_auth*0274171 |
name1 |
Cichocki |
name2 |
A. |
country |
JP |
|
source |
|
cas_special |
project |
project_id |
GA14-13713S |
agency |
GA ČR |
country |
CZ |
ARLID |
cav_un_auth*0303443 |
|
abstract
(eng) |
CANDECOMP/PARAFAC tensor decomposition (CPD) approximates multiway data by rank-1 tensors. Unlike matrix decomposition, the procedure which estimates the best rank-R tensor approximation through R sequential best rank-1 approximations does not work for tensors, because the deflation does not always reduce the tensor rank. In this paper we propose a novel deflation method for the problem in which rank R does not exceed the tensor dimensions. A rank-R CPD can be performed through (R−1) rank-1 reductions. At each deflation stage, the residue tensor is constrained to have a reduced multilinear rank. |
action |
ARLID |
cav_un_auth*0305396 |
name |
IEEE International Conference on Acoustics, Speech, and Signal Processing 2014 (ICASSP2014) |
place |
Florence |
dates |
04.05.2014-09.05.2014 |
country |
IT |
|
reportyear |
2015 |
RIV |
BB |
num_of_auth |
3 |
presentation_type |
PO |
inst_support |
RVO:67985556 |
permalink |
http://hdl.handle.net/11104/0235487 |
cooperation |
ARLID |
cav_un_auth*0303002 |
name |
RIKEN |
country |
JP |
|
confidential |
S |
arlyear |
2014 |
mrcbU34 |
000343655306155 WOS |
mrcbU56 |
347 kB |
mrcbU63 |
cav_un_epca*0427988 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 978-1-4799-2892-7 6736 6740 Piscataway IEEE 2014 IEEE Catalog Number: CFP14ICA-USB |
|