Detection of Cyberattacks in Cloud Computing Service Delivery Models using Correlation based Feature Selection

F. Abdullayeva
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引用次数: 2

Abstract

The paper investigates the security issues of cloud computing, analyses cyberattacks on its service delivery models. For the detection of cyberattacks in Cloud Computing Service Delivery Models a method based on feature selection using correlations among features is proposed. Using the Pearson method, a correlation was found among the features and removing of these features from the dataset provided. Various classification algorithms have been applied to the newly formed dataset. Compared to the test process performed on the original dataset, the classification algorithms gave better results on the dataset where the feature selection procedure was applied.
基于相关性特征选择的云计算服务交付模型网络攻击检测
研究了云计算的安全问题,分析了云计算服务交付模式下的网络攻击。针对云计算服务交付模型中的网络攻击检测问题,提出了一种利用特征间的相关性进行特征选择的方法。使用Pearson方法,发现特征之间存在相关性,并从提供的数据集中删除这些特征。不同的分类算法被应用于新形成的数据集。与在原始数据集上执行的测试过程相比,分类算法在应用特征选择过程的数据集上给出了更好的结果。
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