Method Integrating The Anomaly Detection -Myassignmenthelp.Com

Question: Discuss About The Method Integrating The Anomaly Detection? Answer: Introduction The network intrusion detection system (IDE) is a system that helps in detecting various attacks in the network system. IDS can be placed on any network that helps in collecting data and information for providing security to the networks. Algorithms are required in order to perform detection of attacks in a network system. The Next Generation Intrusion Detection Expert System (NIDES) has helped in maintaining the security of the network system by the use of the psychology and statistical model. The use of IDS has helped in maintaining the security of the data and information in the network server of the company [1]. This method comprises with detection rate of both known and unknown attacks is enhanced. There are some proposed intrusion detection algorithms including decision tree, one-class support vector machine and hybrid intrusion detection method. Decision tree method works on divided and conquers method with a recursive procedure. The primary application of the Decision tree algorithms are for providing data and divide into corresponding classes. Where Gain(S, A) is gain of set S after a split over the A attribute; Entropy(S) is the information entropy of set S. The entropy is as follows: A one-class support vector machine has been used by a various organization in order to protect from network attacks. The algorithm of this system is as follows: Where w is vector orthogonal to hyperplane, n = [n1,.. nl] is vector of slack variables used to penalize rejected instances, and q represent margin, i.e. distance of the hyperplane from origin. The detection rate of hybrid detection methods can be more than 99% without considering performance of first-class SVM model. Next step is testing step of algorithms using the MATLAB. The training time of proposed algorithms is measured to analyze the time complexity. Therefore, the use of these algorithms might help in maintaining the security of the network system. Different viruses and malware are detected with the helped of the network intrusion detection system in the network system. The use of the multi-core parallel system has helped in creating a favourable condition for computing systems and its networks References [1] Kim, Gisung, Seungmin Lee, and management Kim. "A novel hybrid intrusion detection method integrating anomaly detection with misuse detection." Expert Systems with Applications 41, no. 4 (2014): 1690-1700.