| 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 |
|