Two Hybrid Methods Based on Rough Set Theory for Network Intrusion Detection
Na Jiao
(Dept. of Information Science and Technology, East China University of Political Science and Law, Shanghai 201620, China)
Abstract:
In this paper, we propose two intrusion detection methods which combine rough set theory and Fuzzy C-Means for network intrusion detection. The first step consists of feature selection which is based on rough set theory. The next phase is clustering by using Fuzzy C-Means. Rough set theory is an efficient tool for further reducing redundancy. Fuzzy C-Means allows the objects to belong to several clusters simultaneously, with different degrees of membership. To evaluate the performance of the introduced approaches, we apply them to the international Knowledge Discovery and Data mining intrusion detection dataset. In the experimentations, we compare the performance of two rough set theory based hybrid methods for network intrusion detection. Experimental results illustrate that our algorithms are accurate models for handling complex attack patterns in large network. And these two methods can increase the efficiency and reduce the dataset by looking for overlapping categories.
Key words: rough set theory Fuzzy C-Means network security intrusion detection
DOI：10.11916/j.issn.1005-9113.2014.06.005
Clc Number:TP393.08
Fund:
删除或更新信息，请邮件至freekaoyan#163.com(#换成@)
Two Hybrid Methods Based on Rough Set Theory for Network Intrusion Detection
本站小编 哈尔滨工业大学/2019-10-24
相关话题/Two Hybrid Methods Based Rough
领限时大额优惠券,享本站正版考研考试资料!
优惠券领取后72小时内有效，10万种最新考研考试考证类电子打印资料任你选。涵盖全国500余所院校考研专业课、200多种职业资格考试、1100多种经典教材，产品类型包含电子书、题库、全套资料以及视频，无论您是考研复习、考证刷题，还是考前冲刺等，不同类型的产品可满足您学习上的不同需求。 ...考试优惠券 本站小编 Free壹佰分学习网 2022-09-19Morphology Similarity Distance for Bearing Fault Diagnosis Based on Multi-Scale Permutation Entropy
Morphology Similarity Distance for Bearing Fault Diagnosis Based on Multi-Scale Permutation Entropy Author NameAffiliationJinbao ZhangSchool of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, ChinaYongqiang ZhaoSchool of Mechatronics Engineering, Har ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Review: Energy Methods for Multiaxial Fatigue Life Prediction
Review: Energy Methods for Multiaxial Fatigue Life Prediction Author NameAffiliationZheng ZhongSchool of Science, Harbin Institute of Technology, Shenzhen, Shenzhen 518055, Guangdong,ChinaYingya LuUnited Automotive Electronic Systems Co., Ltd., Shanghai 201206, China ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Loop Closure Detection of Visual SLAM Based on Point and Line Features
Loop Closure Detection of Visual SLAM Based on Point and Line Features Author NameAffiliationChang’an LiuSchool of Control and Computer Engineering,North China Electric Power University,Beijing 102206, ChinaRuiying ChengSchool of Control and Computer Engineering,North China ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05An LCC-HVDC Adaptive Emergency Power Support Strategy Based on Unbalanced Power On-Line Estimation
An LCC-HVDC Adaptive Emergency Power Support Strategy Based on Unbalanced Power On-Line Estimation Author NameAffiliationCongshan LiSchool of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, ChinaJian GuoSchool of Electrical a ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Review:Chromatic Dispersion Manipulation Based on Optical Metasurfaces
Review:Chromatic Dispersion Manipulation Based on Optical Metasurfaces Author NameAffiliationBoyan FuNational Laboratory of Solid State Microstructures, School of Physics, College of Engineering and Applied Sciences, Nanjing University, Nanjing 210093, China Collaborative In ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Review:Progress in SQUID-Based Geophysical Precision Measurement Technology
Review:Progress in SQUID-Based Geophysical Precision Measurement Technology Author NameAffiliationJun Lin1. Key Laboratory of Geophysical Exploration Equipment Jilin University, Ministry of Education, Changchun 130026, China2.College of Instrumentation and Electrical Enginee ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Characterisation of Bacteria-Based Concrete Crack Rejuvenation by Externally Applied Repair
Characterisation of Bacteria-Based Concrete Crack Rejuvenation by Externally Applied Repair Author NameAffiliationJie YuanSchool of Transportation Science and Engineering, Harbin Institute of Technology, Harbin 150090, ChinaXin ChenSchool of Transportation Science and Engine ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Route Temporal-Spatial Information Based Residual Neural Networks for Bus Arrival Time Prediction
Route Temporal-Spatial Information Based Residual Neural Networks for Bus Arrival Time Prediction Author NameAffiliationChao YangKey Laboratory of Road and Traffic Engineering of the Ministry of Education,School of Transportation Engineering, Tongji University, Shanghai 2018 ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Stabilization of Uncertain Fractional Memristor Chaotic Time-DelaySystem Based on Fractional Order S
Stabilization of Uncertain Fractional Memristor Chaotic Time-DelaySystem Based on Fractional Order Sliding Mode Control Author NameAffiliationDawei DingSchool of Electronics and Information Engineering, Anhui University, Hefei 230601, ChinaKey Laboratory of Intelligent Compu ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05Array Antenna Pattern Synthesis Based on Selective Levy Flight Culture Wolf Pack Algorithm
Array Antenna Pattern Synthesis Based on Selective Levy Flight Culture Wolf Pack Algorithm Author NameAffiliationTing WangSchool of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China People’s Liberation Army Air Force 93756, Tianjin 300 ...哈尔滨工业大学科研学术 本站小编 哈尔滨工业大学 2020-12-05
