Paper Abstract and Keywords |
Presentation |
2022-03-01 09:20
[Poster Presentation]
A Locally Constrained Sampling Strategy for Generalized Graph Signal Sampling Kazuki Asakura, Shunsuke Ono (Tokyo Tech) EA2021-69 SIP2021-96 SP2021-54 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We propose a design method of vertex domain sampling for graph signals that guarantees perfect reconstruction. The existing method based on generalized graph sampling theory assumes only the sparsity of sampling matrices. We consider obtaining the sampling matrix as vertex domain sampling using filters with the locality. In this setting, obtained samples are combinations of signal values within a limited number of hops. It means that sampling in large graphs can be partitioned into localized problems. We formulate an optimization problem for designing selection matrices under the assumption that the graph filter is given. In the experiments, our method presents localized samples without compromising performance. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Graph signal processing / Generalized sampling / PDS / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 384, SIP2021-96, pp. 32-37, March 2022. |
Paper # |
SIP2021-96 |
Date of Issue |
2022-02-22 (EA, SIP, SP) |
ISSN |
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) |
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EA2021-69 SIP2021-96 SP2021-54 |
Conference Information |
Committee |
EA SIP SP IPSJ-SLP |
Conference Date |
2022-03-01 - 2022-03-02 |
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(See Japanese page) |
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Paper Information |
Registration To |
SIP |
Conference Code |
2022-03-EA-SIP-SP-SLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Locally Constrained Sampling Strategy for Generalized Graph Signal Sampling |
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Keyword(1) |
Graph signal processing |
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Generalized sampling |
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PDS |
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1st Author's Name |
Kazuki Asakura |
1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Tech) |
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Shunsuke Ono |
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Tokyo Institute of Technology (Tokyo Tech) |
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Speaker |
Author-1 |
Date Time |
2022-03-01 09:20:00 |
Presentation Time |
120 minutes |
Registration for |
SIP |
Paper # |
EA2021-69, SIP2021-96, SP2021-54 |
Volume (vol) |
vol.121 |
Number (no) |
no.383(EA), no.384(SIP), no.385(SP) |
Page |
pp.32-37 |
#Pages |
6 |
Date of Issue |
2022-02-22 (EA, SIP, SP) |
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