Paper Abstract and Keywords |
Presentation |
2013-12-10 11:25
A Sparsification of KPNLMS Adaptive Filter with Fixed Order Dictionary Masakazu Koga, Kiyoshi Nishikawa, Yuji Maru (Tokyo Metropolitan Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A kernel adaptive algorithm enables to learn a nonlinear system by applying kernel method. However, increasing the number of training vectors while estimation processes causes a huge computational cost. This paper proposes a sparsification of proportionate-type of KNLMS, which updates filter coefficients with the individual step size, in the case that the size of the dictionary is limited. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Kernel Normalized least mean square algorithm / proportionate-type algorithm / / / / / / |
Reference Info. |
ITE Tech. Rep., vol. 37, no. 56, ME2013-134, pp. 61-64, Dec. 2013. |
Paper # |
ME2013-134 |
Date of Issue |
2013-12-02 (ME) |
ISSN |
Print edition: ISSN 1342-6893 |
Download PDF |
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Conference Information |
Committee |
ME |
Conference Date |
2013-12-09 - 2013-12-10 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Matuyasensen |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
ME |
Conference Code |
2013-12-ME |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Sparsification of KPNLMS Adaptive Filter with Fixed Order Dictionary |
Sub Title (in English) |
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Keyword(1) |
Kernel Normalized least mean square algorithm |
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proportionate-type algorithm |
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1st Author's Name |
Masakazu Koga |
1st Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
2nd Author's Name |
Kiyoshi Nishikawa |
2nd Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
3rd Author's Name |
Yuji Maru |
3rd Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
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Speaker |
Author-1 |
Date Time |
2013-12-10 11:25:00 |
Presentation Time |
25 minutes |
Registration for |
ME |
Paper # |
ME2013-134 |
Volume (vol) |
vol.37 |
Number (no) |
no.56 |
Page |
pp.61-64 |
#Pages |
4 |
Date of Issue |
2013-12-02 (ME) |