| Paper Abstract and Keywords |
| Presentation |
2017-07-19 11:55
A Pool Control Method for Adaptive Group Testing with Boolean Compressed Sensing Yujia Lu (Kyoto Univ.), Kazunori Hayashi (Osaka City Univ.) RCC2017-14 NS2017-35 RCS2017-97 SR2017-31 ASN2017-19 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Adaptive group testing determines a pool (a set of items to be tested) for the next test based on past test results, and its performance heavily depends on the control method of the pool. This paper proposes a novel pool control method for adaptive group testing with Boolean compressed sensing. The proposed method firstly selects a pool size of the next test by minimizing the expectation of the approximated required number of tests after the next test based on the estimated number of remaining positive items. Then, when the selected pool size is one, an item having the highest probability of being positive will be selected as a pool, otherwise a pool with the desired size will be constructed by randomly selecting items. In addition, a new cardinality estimation method of positive items, that can be applicable to the proposed pool control method, is also proposed. Computer simulation results reveal that the adaptive group testing with the proposed method has superior performance than that with the conventional methods for both with and without the information of cardinality of positive items. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
adaptive group testing / Boolean compressed sensing / pool size control / pool selection control / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 117, no. 130, RCC2017-14, pp. 25-30, July 2017. |
| Paper # |
RCC2017-14 |
| Date of Issue |
2017-07-12 (RCC, NS, RCS, SR, ASN) |
| 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 |
RCC2017-14 NS2017-35 RCS2017-97 SR2017-31 ASN2017-19 |
| Conference Information |
| Committee |
NS ASN RCC RCS SR |
| Conference Date |
2017-07-19 - 2017-07-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Wireless Distributed Network, M2M (Machine-to-Machine), D2D (Device-to-Device),etc. |
| Paper Information |
| Registration To |
RCC |
| Conference Code |
2017-07-NS-ASN-RCC-RCS-SR |
| Language |
English (Japanese title is available) |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Pool Control Method for Adaptive Group Testing with Boolean Compressed Sensing |
| Sub Title (in English) |
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| Keyword(1) |
adaptive group testing |
| Keyword(2) |
Boolean compressed sensing |
| Keyword(3) |
pool size control |
| Keyword(4) |
pool selection control |
| Keyword(5) |
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| 1st Author's Name |
Yujia Lu |
| 1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
| 2nd Author's Name |
Kazunori Hayashi |
| 2nd Author's Affiliation |
Osaka City University (Osaka City Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2017-07-19 11:55:00 |
| Presentation Time |
25 minutes |
| Registration for |
RCC |
| Paper # |
RCC2017-14, NS2017-35, RCS2017-97, SR2017-31, ASN2017-19 |
| Volume (vol) |
vol.117 |
| Number (no) |
no.130(RCC), no.131(NS), no.132(RCS), no.133(SR), no.134(ASN) |
| Page |
pp.25-30(RCC), pp.39-44(NS), pp.25-30(RCS), pp.47-52(SR), pp.43-48(ASN) |
| #Pages |
6 |
| Date of Issue |
2017-07-12 (RCC, NS, RCS, SR, ASN) |