| Paper Abstract and Keywords |
| Presentation |
2024-03-21 14:30
A poisoning-resilient LDP schema using oblivious transfer and Hadamard transform Masahiro Shimizu, Hiroaki Kikuchi (Meiji Univ.) ICSS2023-80 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, Local Differential Privacy (LDP) has been actively used to collect and utilize users’ usage history from smart devices with privacy considerations. However, since LDP allows users to add noise by themselves, Cao et al. pointed out that it is vulnerable to poisoning attacks where malicious users can intentionally manipulate data and send it to servers, thereby tamper with the aggregation results. Therefore, this study examines the application of an Oblivious Transfer(OT) protocol to the LDP protocol CMS to improve robustness against poisoning attacks. To address the challenge that the amount of data transmission and processing costs increase in proportion to the length of CMS’s vector, we introduce the Hadamard Count Mean Sketch (HCMS) utilizing the Hadamard transform. The proposed method is experimentally implemented, and its security and
efficiency are evaluated using open data. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Local Differencial Privacy / Count Mean Sketch / Hadamard Count Mean Sketch / Oblivious Transfer / Hadamard transform / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 448, ICSS2023-80, pp. 79-86, March 2024. |
| Paper # |
ICSS2023-80 |
| Date of Issue |
2024-03-14 (ICSS) |
| 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) |
| Download PDF |
ICSS2023-80 |
| Conference Information |
| Committee |
ICSS IPSJ-SPT |
| Conference Date |
2024-03-21 - 2024-03-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
OIST |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Security, Trust, etc. |
| Paper Information |
| Registration To |
ICSS |
| Conference Code |
2024-03-ICSS-SPT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A poisoning-resilient LDP schema using oblivious transfer and Hadamard transform |
| Sub Title (in English) |
|
| Keyword(1) |
Local Differencial Privacy |
| Keyword(2) |
Count Mean Sketch |
| Keyword(3) |
Hadamard Count Mean Sketch |
| Keyword(4) |
Oblivious Transfer |
| Keyword(5) |
Hadamard transform |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Masahiro Shimizu |
| 1st Author's Affiliation |
Meiji University (Meiji Univ.) |
| 2nd Author's Name |
Hiroaki Kikuchi |
| 2nd Author's Affiliation |
Meiji University (Meiji Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-03-21 14:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
ICSS |
| Paper # |
ICSS2023-80 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.448 |
| Page |
pp.79-86 |
| #Pages |
8 |
| Date of Issue |
2024-03-14 (ICSS) |