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Paper Abstract and Keywords
Presentation 2014-07-11 10:10
Design of Sparse Dictionary Consisting of Multiple Kernels for Kernel Adaptive Filtering
Taichi Ishida, Toshihisa Tanaka (TUAT)
Abstract (in Japanese) (See Japanese page) 
(in English) A kernel adaptive filter is a nonlinear adaptive filter that makes effective use of kernel methods. Its extension is a multi-kernel adaptive filter that uses multiple kernels to improve generalization ability in estimation of unknown systems. This paper focuses on the fact that the multikernel adaptive filter adopts input signals for dictionary in spite of using multiple kernels. Based on this, we propose a novel dictionary construction method focused on individual kernel. Numerical examples show the efficiency of the proposed method.
Keyword (in Japanese) (See Japanese page) 
(in English) Kernel adaptive filter / Multikernel / Reproducing kernel Hilbert space / / / / /  
Reference Info. IEICE Tech. Rep., vol. 114, no. 124, SIP2014-56, pp. 183-188, July 2014.
Paper # SIP2014-56 
Date of Issue 2014-07-02 (CAS, VLD, SIP, MSS, SIS) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

Conference Information
Committee CAS SIP MSS VLD SIS  
Conference Date 2014-07-09 - 2014-07-11 
Place (in Japanese) (See Japanese page) 
Place (in English) Hokkaido University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) System, signal processing and related topics 
Paper Information
Registration To SIP 
Conference Code 2014-07-CAS-SIP-MSS-VLD-SIS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Design of Sparse Dictionary Consisting of Multiple Kernels for Kernel Adaptive Filtering 
Sub Title (in English)  
Keyword(1) Kernel adaptive filter  
Keyword(2) Multikernel  
Keyword(3) Reproducing kernel Hilbert space  
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1st Author's Name Taichi Ishida  
1st Author's Affiliation Tokyo University of Agriculture and Technology (TUAT)
2nd Author's Name Toshihisa Tanaka  
2nd Author's Affiliation Tokyo University of Agriculture and Technology (TUAT)
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Speaker
Date Time 2014-07-11 10:10:00 
Presentation Time 20 
Registration for SIP 
Paper # IEICE-CAS2014-35,IEICE-VLD2014-44,IEICE-SIP2014-56,IEICE-MSS2014-35,IEICE-SIS2014-35 
Volume (vol) IEICE-114 
Number (no) no.122(CAS), no.123(VLD), no.124(SIP), no.125(MSS), no.126(SIS) 
Page pp.183-188 
#Pages IEICE-6 
Date of Issue IEICE-CAS-2014-07-02,IEICE-VLD-2014-07-02,IEICE-SIP-2014-07-02,IEICE-MSS-2014-07-02,IEICE-SIS-2014-07-02 


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