The Optimal Application of the Algorithms of Detection and Data Mining in Honeynet

被引:0
作者
Dong Nanping [1 ]
Zhou Guanling [1 ]
Wang Yuping [1 ]
机构
[1] Beijing Union Univ, Coll Automat, Beijing, Peoples R China
来源
2009 IITA INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS ENGINEERING, PROCEEDINGS | 2009年
关键词
data mining; detection algorithm; honeynet; optimal design; active defense;
D O I
10.1109/CASE.2009.65
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper puts forward a technical scheme which properly arranges IDS and optimally applies the algorithms of detection and data mining to the Honeynet environment based on a project of building automation system completed by the author recently. In this specific environment, the position of IDS is deployed reasonably and the anomaly and misuse detection algorithm of IDS is designed and selected optimally. Meanwhile, the misuse detection rules are updated dynamically with the combination of data-mining algorithm RIPPER. The design makes the classical and mature algorithms of anomaly detection, misuse detection and RIPPER data mining display their technical characteristics and advantages to the largest extent in the project and enable the honeynet to protect the internal control network as expected.
引用
收藏
页码:13 / 16
页数:4
相关论文
共 50 条
[31]   DATA MINING APPLICATION IN CREDIT CARD FRAUD DETECTION SYSTEM [J].
Ogwueleka, Francisca Nonyelum .
JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2011, 6 (03) :311-322
[32]   Using Data Mining Algorithms for Developing a Model for Intrusion Detection System (IDS) [J].
Duque, Solane ;
bin Omar, Mohd Nizam .
COMPLEX ADAPTIVE SYSTEMS, 2015, 2015, 61 :46-51
[33]   Mining of Classification Patterns in Clinical Data through Data Mining Algorithms [J].
Jacob, Shomona Gracia ;
Ramani, R. Geetha .
PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI'12), 2012, :997-1003
[34]   The Formal Model of Data Mining Algorithms for Parallelize Algorithms [J].
Kholod, Ivan ;
Karshiyev, Zaynidin ;
Shorov, Andrey .
SOFT COMPUTING IN COMPUTER AND INFORMATION SCIENCE, 2015, 342 :385-394
[35]   Optimal Control of Air Conditioning System based on Data Mining: from Sensor Data Collection to Visualization Algorithms [J].
Xu, Jian ;
Sun, Li .
2022 6TH INTERNATIONAL CONFERENCE ON TRENDS IN ELECTRONICS AND INFORMATICS, ICOEI 2022, 2020, :198-202
[36]   A Review of Classification Algorithms for Data Mining [J].
Li Mindong ;
Chen Qingwei ;
Huang Panling ;
Zhou Jun ;
Gong Weike .
2019 2ND INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC AND ENGINEERING TECHNOLOGY (MEET 2019), 2019, :364-370
[37]   Comparison of Data Mining Clustering Algorithms [J].
Shah, Chintan ;
Jivani, Anjali .
2013 4TH NIRMA UNIVERSITY INTERNATIONAL CONFERENCE ON ENGINEERING (NUICONE 2013), 2013,
[38]   Developing Efficient Data Mining Algorithms [J].
Pandey, Avinash ;
Sharma, Anuradha ;
Agrawal, Krishna Kant .
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SUSTAINABLE SYSTEMS (ICISS 2017), 2017, :1073-1076
[39]   Block structure of data mining algorithms [J].
Zaynidin, Karshiev ;
Kholod, Ivan .
2016 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND COMMUNICATIONS TECHNOLOGIES (ICISCT), 2016,
[40]   Techniques of cluster algorithms in data mining [J].
Grabmeier, J ;
Rudolph, A .
DATA MINING AND KNOWLEDGE DISCOVERY, 2002, 6 (04) :303-360