Independent Component Analysis of Complex Valued Signals Based on First-order Statistics
dc.contributor.author | Xu, Peng-cheng | |
dc.contributor.author | Shen, Yue-hong | |
dc.contributor.author | Li, Hui | |
dc.contributor.author | Wang, Jiang-gong | |
dc.contributor.author | Wu, Kun | |
dc.coverage.issue | 4 | cs |
dc.coverage.volume | 22 | cs |
dc.date.accessioned | 2015-01-21T14:45:02Z | |
dc.date.available | 2015-01-21T14:45:02Z | |
dc.date.issued | 2013-12 | cs |
dc.description.abstract | This paper proposes a novel method based on first-order statistics, aims to solve the problem of the independent component extraction of complex valued signals in instantaneous linear mixtures. Single-step and iterative algorithms are proposed and discussed under the engineering practice. Theoretical performance analysis about asymptotic interference-to-signal ratio (ISR) and probability of correct support estimation (PCE) are accomplished. Simulation examples validate the theoretic analysis, and demonstrate that the single-step algorithm is extremely effective. Moreover, the iterative algorithm is more efficient than complex FastICA under certain circumstances. | en |
dc.format | text | cs |
dc.format.extent | 1194-1201 | cs |
dc.format.mimetype | application/pdf | en |
dc.identifier.citation | Radioengineering. 2013, vol. 22, č. 4, s. 1194-1201. issn 1210-2512 | cs |
dc.identifier.issn | 1210-2512 | |
dc.identifier.uri | http://hdl.handle.net/11012/36973 | |
dc.language.iso | en | cs |
dc.publisher | Společnost pro radioelektronické inženýrství | cs |
dc.relation.ispartof | Radioengineering | cs |
dc.relation.uri | http://www.radioeng.cz/fulltexts/2013/13_04_1194_1201.pdf | cs |
dc.rights | Creative Commons Attribution 3.0 Unported License | en |
dc.rights.access | openAccess | en |
dc.rights.uri | http://creativecommons.org/licenses/by/3.0/ | en |
dc.subject | Independent component analysis | en |
dc.subject | complex valued signals | en |
dc.subject | first-order statistics. | en |
dc.title | Independent Component Analysis of Complex Valued Signals Based on First-order Statistics | en |
dc.type.driver | article | en |
dc.type.status | Peer-reviewed | en |
dc.type.version | publishedVersion | en |
eprints.affiliatedInstitution.faculty | Fakulta eletrotechniky a komunikačních technologií | cs |