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Visualization of the Packet Flows using Self Organizing Maps

発表形態:
原著論文
主要業績:
主要業績
単著・共著:
共著
発表年月:
2010年01月
DOI:
会議属性:
指定なし
査読:
有り
リンク情報:

日本語フィールド

著者:
Hiroshi Dozono, Takeru Kabashima, Masanori Nakakuni, Shigeomi Hara
題名:
Visualization of the Packet Flows using Self Organizing Maps
発表情報:
WSEAS TRANSACTIONS on INFORMATION SCIENCE and APPLICATIONSHiroshi Dozono, Takeru Kabashima, 巻: 7 号: 1 ページ: 132-141
キーワード:
Packet Traffic Analysis, Self Organizing Map, IDS, Network incident, TCP/IP
概要:
抄録:
Recently, the spread of the Internet makes familiar to the incident concerning the Internet, such as a DoS attack and a DDoS attack. Some methods which detect the abnormal traffics in the network using the information from headers and payloads of IP-packets transmitted in the networks are proposed. In this research, the method for the analysis of the flow of IP packet based on SOM (Self-Organizing Map) using the occurrence rate of the elements in IP-packets as input vectors is proposed. The flow of the packets can be visualized on the map and it will be available for detecting the abnormal flows of packets.

英語フィールド

Author:
Hiroshi Dozono, Takeru Kabashima, Masanori Nakakuni, Shigeomi Hara
Title:
Visualization of the Packet Flows using Self Organizing Maps
Announcement information:
WSEAS TRANSACTIONS on INFORMATION SCIENCE and APPLICATIONSHiroshi Dozono, Takeru Kabashima, Vol: 7 Issue: 1 Page: 132-141
Keyword:
Packet Traffic Analysis, Self Organizing Map, IDS, Network incident, TCP/IP
An abstract:
Recently, the spread of the Internet makes familiar to the incident concerning the Internet, such as a DoS attack and a DDoS attack. Some methods which detect the abnormal traffics in the network using the information from headers and payloads of IP-packets transmitted in the networks are proposed. In this research, the method for the analysis of the flow of IP packet based on SOM (Self-Organizing Map) using the occurrence rate of the elements in IP-packets as input vectors is proposed. The flow of the packets can be visualized on the map and it will be available for detecting the abnormal flows of packets.


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