Paper Abstract and Keywords |
Presentation |
2024-03-13 15:55
Towards Interactive Causal Analysis of Network Logs Satoru Kobayashi, Hironori Ishii, Toshihiro Yamauchi (Okayama Univ.), Osamu Akashi, Kensuke Fukuda (NII) SITE2023-105 IA2023-111 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Causal analysis of network logs is helpful for operators to understand the general behavior of network systems for troubleshooting. However, it is difficult to detect causality between log events with sufficient reliability due to the coarse granularity of the log data. In this research, we propose an interactive causal analysis approach where operators provide feedback on correct and incorrect causality from network logs
in order to improve the reliability of the causality with operator knowledge. We discuss the requirements and challenges in the following three elementary technologies: log causal analysis with prior knowledge, visualization to provide information for considering feedback, and the user interface for inputting feedback. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Network management / System log / Causal discovery / Prior knowledge / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 123, no. 422, IA2023-111, pp. 233-240, March 2024. |
Paper # |
IA2023-111 |
Date of Issue |
2024-03-05 (SITE, IA) |
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) |
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SITE2023-105 IA2023-111 |
Conference Information |
Committee |
IA SITE IPSJ-IOT |
Conference Date |
2024-03-12 - 2024-03-14 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Miyakojima City Future Creation Center |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Internet and Information Ethics Education, etc. |
Paper Information |
Registration To |
IA |
Conference Code |
2024-03-IA-SITE-IOT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Towards Interactive Causal Analysis of Network Logs |
Sub Title (in English) |
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Keyword(1) |
Network management |
Keyword(2) |
System log |
Keyword(3) |
Causal discovery |
Keyword(4) |
Prior knowledge |
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1st Author's Name |
Satoru Kobayashi |
1st Author's Affiliation |
Okayama University (Okayama Univ.) |
2nd Author's Name |
Hironori Ishii |
2nd Author's Affiliation |
Okayama University (Okayama Univ.) |
3rd Author's Name |
Toshihiro Yamauchi |
3rd Author's Affiliation |
Okayama University (Okayama Univ.) |
4th Author's Name |
Osamu Akashi |
4th Author's Affiliation |
National Institute of Informatics (NII) |
5th Author's Name |
Kensuke Fukuda |
5th Author's Affiliation |
National Institute of Informatics (NII) |
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Speaker |
Author-1 |
Date Time |
2024-03-13 15:55:00 |
Presentation Time |
25 minutes |
Registration for |
IA |
Paper # |
SITE2023-105, IA2023-111 |
Volume (vol) |
vol.123 |
Number (no) |
no.421(SITE), no.422(IA) |
Page |
pp.233-240 |
#Pages |
8 |
Date of Issue |
2024-03-05 (SITE, IA) |