An Improved Grey Self-Organizing Map Based DOS Detection

被引：0

作者：

Chen, Rui ^{[1
]}

Wei, Jin-yu ^{[1
]}

Yu, He-feng ^{[2
]}

机构：

[1] Tianjin Univ Technol, Dept Management Sci & Engn, Tianjin 300191, Peoples R China

[2] Tianjin Univ Technol, Dept Comp Sci & Technol, Tianjin 300191, Peoples R China

来源：

2008 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2 | 2008年

关键词：

Deny of Service (DOS); SOM; Grey Theory; Gray Correlation Coefficient;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, an improved Grey Self-Organizing Map (GSOM) model is proposed and applied in the detection of Deny of Service (DOS) attack. For detection of the DOS attacks, this improved model can consider the relativity of the data set of DOS attacks. Finally, the experiments on the DOS data set confirm their validities and feasibilities over this improved GSOM model.

引用

页码：172 / +

页数：2

共 50 条

[41] ASSOCIATIVE SELF-ORGANIZING MAP
Johnsson, Magnus
Balkenius, Christian
Hesslow, Germund
IJCCI 2009: PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, 2009, : 363 - +
[42] Geodesic self-organizing map
Wu, YX
Takatsuka, M
Visualization and Data Analysis 2005, 2005, 5669 : 21 - 30
[43] Essentials of the self-organizing map
Kohonen, Teuvo
NEURAL NETWORKS, 2013, 37 : 52 - 65
[44] Clustering of the self-organizing map
Vesanto, J
Alhoniemi, E
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2000, 11 (03): : 586 - 600
[45] The self-organizing map of trees
Peura, M
NEURAL PROCESSING LETTERS, 1998, 8 (02) : 155 - 162
[46] An improved self-organizing map approach to traveling salesman problem
Zhu, A
Yang, SX
2003 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS, INTELLIGENT SYSTEMS AND SIGNAL PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2003, : 674 - 679
[47] PARALLEL SELF-ORGANIZING MAP
Li Weigang Department of Computer Science CIC
Transactions of Nonferrous Metals Society of China, 1999, (01) : 174 - 182
[48] A Pareto Self-Organizing Map
Hunter, A
Kennedy, RL
ARTIFICIAL NEURAL NETWORKS - ICANN 2002, 2002, 2415 : 987 - 992
[49] The diffuse self-organizing map
Wang, Y
Zeng, CH
Mei, T
Liu, WQ
2003 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-5, CONFERENCE PROCEEDINGS, 2003, : 3530 - 3535
[50] The Self-Organizing Map of Trees
Markus Peura
Neural Processing Letters, 1998, 8 : 155 - 162

← 1 2 3 4 5 →