Optimization of FAR in Intrusion Detection System by Using Random Forest Algorithm

4 Pages Posted: 12 Apr 2019

See all articles by Raushan Kumar Singh

Raushan Kumar Singh

Kamla Nehru Institute of Technology

Sunil Dalal

Kamla Nehru Institute of Technology

Vineet Kumar Chauhan

Kamla Nehru Institute of Technology

Dhrub Kumar

Kamla Nehru Institute of Technology

Date Written: March 11, 2019

Abstract

Today current Network environment is very large, so security is a very vital role in networks. Internet intruders are growing, and there have been several security approaches, thusly. Assault location frameworks are utilizing different information mining methods to identify interruptions. In data security, assault discovery is essential since they endeavour to trade off the protection, unwavering quality or accessibility of an asset. One of the essential difficulties for interruption identification is the issue of misjudgement, mis-recognition and absence of continuous reaction to the assault. In this paper, experiment results are based on kddcup99 data set. Feature selection of the data set is executed using Gain Ratio (GR) and clear dissimilarity between normal and attack data is observed by using Random Forest.

Keywords: Random Forest, Information Gain, Intrusion Detection System, KDDCUP99

Suggested Citation

Singh, Raushan Kumar and Dalal, Sunil and Chauhan, Vineet Kumar and Kumar, Dhrub, Optimization of FAR in Intrusion Detection System by Using Random Forest Algorithm (March 11, 2019). Proceedings of 2nd International Conference on Advanced Computing and Software Engineering (ICACSE) 2019, Available at SSRN: https://ssrn.com/abstract=3350276 or http://dx.doi.org/10.2139/ssrn.3350276

Raushan Kumar Singh (Contact Author)

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

Sunil Dalal

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

Vineet Kumar Chauhan

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

Dhrub Kumar

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

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