| Paper Abstract and Keywords |
| Presentation |
2025-07-31 14:35
IoT Device Fingerprinting Using Initial DNS Queries Haruki Ishimaru, Manato Fujimoto, Shingo Ata (Osaka Metropolitan Univ) ICM2025-8 SC2025-17 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, the widespread adoption of the Internet of Things (IoT), which connects a diverse range of devices to networks, has brought benefits to society.
On the other hand, the risk of information leakage and unintended behavior from IoT devices has also increased.
To ensure secure communication, it is essential to identify the devices on a network, which requires device identification techniques that can classify them based on their characteristics.
Although methods utilizing traffic data from IoT devices were proposed, acquiring the necessary data is time-consuming because these devices do not communicate continuously, and the time required for identification is inconsistent.
This paper proposes a device identification method that does not require lengthy data acquisition by focusing on the DNS queries that IoT devices issue immediately after connecting to a network.
When an IoT device connects to a network, it communicates with specific cloud servers as part of its initial operation, and the domains it contacts are characteristic of each device.
In this paper, by leveraging this trait, we propose an identification devices method using only a short period of data collected immediately after network connection.
The results of identification using experimental data show that an accuracy of 99% at the vendor level and 87% at the device name level can be achieved within 60seconds. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
IoT / DNS / Network / Machine Learning / Filtering / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 138, ICM2025-8, pp. 19-24, July 2025. |
| Paper # |
ICM2025-8 |
| Date of Issue |
2025-07-24 (ICM, SC) |
| 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 |
ICM2025-8 SC2025-17 |
| Conference Information |
| Committee |
ICM SC |
| Conference Date |
2025-07-31 - 2025-08-01 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Aiina Iwate Room 804A |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
ICM |
| Conference Code |
2025-07-ICM-SC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
IoT Device Fingerprinting Using Initial DNS Queries |
| Sub Title (in English) |
|
| Keyword(1) |
IoT |
| Keyword(2) |
DNS |
| Keyword(3) |
Network |
| Keyword(4) |
Machine Learning |
| Keyword(5) |
Filtering |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Haruki Ishimaru |
| 1st Author's Affiliation |
Osaka Metropolitan University (Osaka Metropolitan Univ) |
| 2nd Author's Name |
Manato Fujimoto |
| 2nd Author's Affiliation |
Osaka Metropolitan University (Osaka Metropolitan Univ) |
| 3rd Author's Name |
Shingo Ata |
| 3rd Author's Affiliation |
Osaka Metropolitan University (Osaka Metropolitan Univ) |
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| Speaker |
Author-1 |
| Date Time |
2025-07-31 14:35:00 |
| Presentation Time |
25 minutes |
| Registration for |
ICM |
| Paper # |
ICM2025-8, SC2025-17 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.138(ICM), no.139(SC) |
| Page |
pp.19-24 |
| #Pages |
6 |
| Date of Issue |
2025-07-24 (ICM, SC) |