機械学習を用いたログのリアルタイム監視

URI http://harp.lib.hiroshima-u.ac.jp/jcga/metadata/12241
File
Title
機械学習を用いたログのリアルタイム監視
Title Alternative
Real-Time Log Monitoring Using Machine Learning
Author
氏名 井上 正人
ヨミ イノウエ マサト
別名 Inoue Masato
Subject
Machine Learning, Jubatus, Log Monitoring
Abstract

We propose a method for monitoring system logs on Linux servers. We use Jubatus which is a machine learning library to monitor logs on user logins of SSH. First Jubatus learns logs of authorised access. After that, Jubatus can tell logs of authorized access from logs of unauthorized access. We write Python programs to handle Jubatus and log data. This method provides a simple way for monitoring system logs compared with commercial software.

Journal Title
海上保安大学校研究報告, 理工学系
Volume
60
Issue
1-2
Spage
1
Epage
5
Published Date
2017-03-29
Publisher
海上保安大学校
ISSN
0287-2951
NCID
AN10088865
Self DOI
Language
jpn
NIIType
Departmental Bulletin Paper
Text Version
出版社版
Sort Key
01
Set
jcga