Paper Abstract and Keywords |
Presentation |
2024-01-18 15:50
[Invited Talk]
Malicious social bot detection on social networks based on graph signal processing Satoshi Furutani (NTT) IN2023-55 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Social media have been deeply blended into our lives as a major platform to gather information, disseminate information, and interact with people.
However, some malicious users systematically operate a large number of bot accounts to conduct various malicious activities such as spreading spam and false information, threatening our safe and healthy use of social media.
There are many studies on detecting malicious social bots, among which approaches based on the relationships (graph structure) between users in social networks are promising.
However, most of these detection methods have only been experimentally compared and evaluated in terms of their performance and noise robustness, and thus theoretical understanding is still lacking.
In this talk, I will present the author's previous work on a unified interpretation of existing representative graph-based malicious social bot detection methods within the framework of low-pass filtering of graph signal processing. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
social networks / social bot detection / graph signal processing / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 123, no. 342, IN2023-55, pp. 35-39, Jan. 2024. |
Paper # |
IN2023-55 |
Date of Issue |
2024-01-11 (IN) |
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 |
IN2023-55 |
Conference Information |
Committee |
IN |
Conference Date |
2024-01-18 - 2024-01-19 |
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(See Japanese page) |
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Registration To |
IN |
Conference Code |
2024-01-IN |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
Title (in English) |
Malicious social bot detection on social networks based on graph signal processing |
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social networks |
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social bot detection |
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graph signal processing |
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1st Author's Name |
Satoshi Furutani |
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Nippon Telegraph and Telephone Corporation (NTT) |
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Speaker |
Author-1 |
Date Time |
2024-01-18 15:50:00 |
Presentation Time |
50 minutes |
Registration for |
IN |
Paper # |
IN2023-55 |
Volume (vol) |
vol.123 |
Number (no) |
no.342 |
Page |
pp.35-39 |
#Pages |
5 |
Date of Issue |
2024-01-11 (IN) |
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