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Threat Detection using Genetic Algorithm

Author(s):

Anju.A , KCG College of Technology; H.Adithyan, KCG College of Technology; M.Shankar, KCG College of Technology

Keywords:

Genetic algorithm, network security, dataset, IDS

Abstract

A Gene for the network packet is defined through the fitness function and the method to calculate the fitness function is explained. After giving a stress in attacks, an analysis is provided & finally the best policy using a comparator is found. The Network administrator must rely on process for tracking network configuration and system vulnerabilities, which needs lots of experience and will cause errors. Decision support capabilities makes balance between security and availability and show how best to apply security resources. For evolving and testing new rules for intrusion detection the KDD99 training and testing dataset were used. The main aim of the paper is threat detection, time optimization, performance increase in terms of accuracy and policy automation.

Other Details

Paper ID: IJSRDV3I30339
Published in: Volume : 3, Issue : 3
Publication Date: 01/06/2015
Page(s): 1139-1141

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