Paper Abstract and Keywords |
Presentation |
2021-07-15 10:30
Extraction of User Communication Behavior from DNS Query Logs by Non-Negative Tensor Factorization Approach Kotaro Hatanaka, Tatsuaki Kimura, Tetsuya Takine (Osaka Univ.) NS2021-43 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Understanding user communication behavior by analyzing network logs has been playing an important role in security monitoring and network operation. However, analyzing communication logs has become difficult recently because communication patterns of users have become increasingly complex due to the diversification of user communication schemes, such as smartphones, tablets, and IoT devices. In this study, we propose an extraction method of user communication behavior from Domain Name System (DNS) query logs. The proposed method consists of two parts: (i) Fully Qualified Domain Name (FQDN) grouping and (ii) user communication behavior extraction. In (i), we perform clustering of similar FQDNs to compress the dimension of the data. Subsequently, in (ii), by regarding DNS query logs as a third-order tensor consisting of time, user, and queried domain name, and applying a non-negative tensor factorization to it, we extract user communication behaviors as patterns frequently appeared in the DNS query logs. We apply the proposed method to real data obtained from a university network, and we demonstrate that the proposed method can extract hidden user communication behaviors in DNS query logs. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
DNS query log / user communication behavior / Nonnegative Tensor Factorization (NTF) / Nonnegative Tucker Decomposition (NTD) / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 102, NS2021-43, pp. 57-62, July 2021. |
Paper # |
NS2021-43 |
Date of Issue |
2021-07-07 (NS) |
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 |
NS2021-43 |
Conference Information |
Committee |
RCS SR NS SeMI RCC |
Conference Date |
2021-07-14 - 2021-07-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Communication and Network Technology of the AI Age, M2M (Machine-to-Machine),D2D (Device-to-Device),IoT(Internet of Things), etc |
Paper Information |
Registration To |
NS |
Conference Code |
2021-07-RCS-SR-NS-SeMI-RCC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Extraction of User Communication Behavior from DNS Query Logs by Non-Negative Tensor Factorization Approach |
Sub Title (in English) |
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Keyword(1) |
DNS query log |
Keyword(2) |
user communication behavior |
Keyword(3) |
Nonnegative Tensor Factorization (NTF) |
Keyword(4) |
Nonnegative Tucker Decomposition (NTD) |
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1st Author's Name |
Kotaro Hatanaka |
1st Author's Affiliation |
Osaka University (Osaka Univ.) |
2nd Author's Name |
Tatsuaki Kimura |
2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
3rd Author's Name |
Tetsuya Takine |
3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-07-15 10:30:00 |
Presentation Time |
25 minutes |
Registration for |
NS |
Paper # |
NS2021-43 |
Volume (vol) |
vol.121 |
Number (no) |
no.102 |
Page |
pp.57-62 |
#Pages |
6 |
Date of Issue |
2021-07-07 (NS) |