Using Genetic Algorithm to Improve Random Forest Algorithm in Order to Detect DDoS Attacks in Cloud Computing Platform

  • سال انتشار: 1397
  • محل انتشار: چهارمین کنفرانس بین المللی وب پژوهی
  • کد COI اختصاصی: IRANWEB04_023
  • زبان مقاله: انگلیسی
  • تعداد مشاهده: 801
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نویسندگان

Ali Mahmodi Derakhsh

Department of Computer Engineering, West Tehran Branch, Islamic Azad University, Tehran, Iran

Parisa Daneshjoo

Department of Computer Engineering, West Tehran Branch, Islamic Azad University, Tehran, Iran

Changiz Delara

Department of Computer Engineering, West Tehran Branch, Islamic Azad University, Tehran, Iran

چکیده

Devices such as routers, switches or firewalls are the most vital connections in communication network among physical machines in a cloud computing environment. In the absence of security on the network, intruders are allowed to access the equipment and configure it in the way they want to. Hence, a method suggested to deal with denial-of-service (DoS) attacks in the cloud computing platform is one of the essential and most important security issues in this area. This study tends to provide a smart method based on random forest algorithm focusing on genetic algorithms for detecting DoS attacks. Through different network streams, network streams which trigger DoS and DDoS attacks are very important.The main idea of this study is to use random forest algorithm to identify DoS attacks, which is the main reason for optimizing this algorithm using genetic algorithms. In this method, an optimal subset of the set of features is extracted using genetic algorithms, and this optimal subset is used for random forest learning. Results of the experiments carried out and comparison of the suggested method with other methods indicate proper accuracy and operation of the suggested method.

کلیدواژه ها

Cloud computing, Network security, Denial-of-service attacks, Genetic algorithms, Random forest

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