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| Presentation | 2014-07-11 10:10 Design of Sparse Dictionary Consisting of Multiple Kernels for Kernel Adaptive Filtering Taichi Ishida, Toshihisa Tanaka (TUAT)  CAS2014-35 VLD2014-44 SIP2014-56 MSS2014-35 SIS2014-35 |
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| 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 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | CAS2014-35 VLD2014-44 SIP2014-56 MSS2014-35 SIS2014-35 |
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| 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 | Author-1 |
| Date Time | 2014-07-11 10:10:00 |
| Presentation Time | 20 minutes |
| Registration for | SIP |
| Paper # | CAS2014-35, VLD2014-44, SIP2014-56, MSS2014-35, SIS2014-35 |
| Volume (vol) | vol.114 |
| Number (no) | no.122(CAS), no.123(VLD), no.124(SIP), no.125(MSS), no.126(SIS) |
| Page | pp.183-188 |
| #Pages | 6 |
| Date of Issue | 2014-07-02 (CAS, VLD, SIP, MSS, SIS) |
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