| bibtype |
C -
Conference Paper (international conference)
|
| ARLID |
0411381 |
| utime |
20240111140636.5 |
| mtime |
20060210235959.9 |
| title
(primary) (eng) |
Asymptotic performance of the FastICA algorithm for independent component analysis and its iprovements |
| specification |
| page_count |
7 s. |
| media_type |
CD-ROM |
|
| serial |
| title
|
Proceedings of the IEEE/SP 13th workshop on Statistical Signal Processing |
| page_num |
1-6 |
| ISBN |
0-7803-9403-8 |
| publisher |
| place |
Paris |
| name |
Telecom Paris |
| year |
2005 |
|
|
| title
(cze) |
Asymptotická analýza algoritmu FastICA pro analýzu nezávislých komponent a jeho zlepšení |
| keyword |
blind signal separation |
| author
(primary) |
| ARLID |
cav_un_auth*0101212 |
| name1 |
Tichavský |
| name2 |
Petr |
| 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*0108100 |
| name1 |
Koldovský |
| name2 |
Zbyněk |
| 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*0213223 |
| name1 |
Oja |
| name2 |
E. |
| country |
FI |
|
| source |
|
| COSATI |
12B |
| cas_special |
| project |
| project_id |
1M0572 |
| agency |
GA MŠk |
| ARLID |
cav_un_auth*0001814 |
|
| research |
CEZ:AV0Z10750506 |
| abstract
(eng) |
The fixed point algorithm known as FastICA is one of the most successful algorithm for independent component analysis. This paper derives analytic closed form expressions that characterize separation quality of both one-unit and symmetric version of the algorithm in a local sense. Based on the analysis it is possible to combine advantages of the two versions. Computer simulations demonstrate validaty of the theoretical expressions in the case of arbitrary initialization and moderate data lengths. |
| abstract
(cze) |
Algoritmus FastICA je jeden z dosud nejvíce používaných algoritmů pro analýzu nezávislých komponent. V článku jsou odvozeny teoretické výrazy charakterizující schopnost separace nezávislých komponent tímto algoritmem v závislosti na použité variantě algoritmu (algoritmus separující jednu komponentu a symetrický algoritmus), na použité volitelné nelineární funkci a na pravděpodobnostním rozložení odhadovaných komponent. Analýza umožnuje optimálně kombinovat obě varianty algoritmu a je ověřena na simulacích. |
| action |
| ARLID |
cav_un_auth*0213221 |
| name |
IEEE/SP Workshop on Statistical Signal Processing /13./ |
| place |
Bordeaux |
| country |
FR |
| dates |
17.07.2005-20.07.2005 |
|
| RIV |
BB |
| reportyear |
2010 |
| department |
SI |
| permalink |
http://hdl.handle.net/11104/0131463 |
| ID_orig |
UTIA-B 20050111 |
| arlyear |
2005 |
| mrcbU56 |
117 kB |
| mrcbU63 |
Proceedings of the IEEE/SP 13th workshop on Statistical Signal Processing 0-7803-9403-8 1 6 Paris Telecom Paris 2005 |
|