A Genetic Algorithm Based elucidation for improving Intrusion Detection through condensed feature set by KDD 99 data set

S. Selvakani Kandeeban; R.S. Rajesh

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A Genetic Algorithm Based elucidation for improving Intrusion Detection through condensed feature set by KDD 99 data set

机译：基于遗传算法的阐明，通过利用KDD 99数据集的压缩特征集来改进入侵检测

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An Intrusion detection system's main aim is to identify the normal and intrusive activities. The objective of this paper is to incorporate Genetic algorithm with reduced feature set into the system to detect and classify intrusions from normal. The experiments and evaluations of the proposed method were done using KDD cup 99 data set. The Genetic algorithm is used to derive a set of rules from the reduced training data set, and the fitness function is employed to judge the quality of rules.

机译：入侵检测系统的主要目的是识别正常活动和入侵活动。本文的目的是将具有简化特征集的遗传算法集成到系统中，以检测和分类来自正常的入侵。使用KDD cup 99数据集对提出的方法进行了实验和评估。遗传算法用于从简化的训练数据集中导出一组规则，而适应度函数用于判断规则的质量。

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《Information and Knowledge Management》 |2011年第1期|共9页
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S. Selvakani Kandeeban; R.S. Rajesh;
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中图分类信息资源及其管理;
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1. KDD Cup 99 Data Sets: A Perspective on the Role of Data Sets in Network Intrusion Detection Research [J] . Siddique Kamran, Akhtar Zahid, Khan Farrukh Aslam, Computer . 2019,第2期

机译：KDD Cup 99数据集：数据集在网络入侵检测研究中的作用透视
2. KDD Cup 99 Data Sets: A Perspective on the Role of Data Sets in Network Intrusion Detection Research [J] . Siddique Kamran, Akhtar Zahid, Khan Farrukh Aslam, Computer . 2019,第2期

机译：KDD CUP 99数据集：关于数据集在网络入侵检测研究中的作用的视角
3. Classification Procedures for Intrusion Detection Based on KDD CUP 99 Data Set [J] . Shaker El-Sappagh, Ahmed Saad Mohammed, Tarek Ahmed AlSheshtawy International Journal of Network Security & Its Applications . 2019,第3期

机译：基于KDD CUP 99数据集的入侵检测分类程序
4. Improved Intrusion Detection in DDoS Applying Feature Selection Using Rank Score of Attributes in KDD-99 Data Set [C] . Harbola Aditya, Harbola Jyoti, Vaisla Kunwar Singh International Conference on Computational Intelligence and Communication Networks . 2014

机译：使用KDD-99数据集中的属性等级和得分的特征选择在DDoS中改进的入侵检测
5. Rough set approach to feature reduction in KDD: Evolutionary computing and data sampling. [D] . Rahman, Mohammad Mahibour. 2006

机译：减少KDD中的特征的粗糙集方法：进化计算和数据采样。
6. Automated Detection of Cancer Associated Genes Using a Combined Fuzzy-Rough-Set-Based F-Information and Water Swirl Algorithm of Human Gene Expression Data [O] . Pugalendhi Ganesh Kumar, Muthu Subash Kavitha, Byeong-Cheol Ahn 2011

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7. Machine learning for network based intrusion detection : an investigation into discrepancies in findings with the KDD cup '99 data set and multi-objective evolution of neural network classifier ensembles from imbalanced data [O] . Engen Vegard 2010

机译：基于网络的入侵检测的机器学习：使用KDD杯'99数据集和不平衡数据的神经网络分类器集合的多目标进化研究结果的差异

A Genetic Algorithm Based elucidation for improving Intrusion Detection through condensed feature set by KDD 99 data set

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