Improving the accuracy of the intrusion detection system in the detection of DoS attacks using one class SVM and comparison with SVM

Group 2 will use one class of support vector machines (SVMs) to build an intrusion detection system, and Group 1 will use support vector machines (SVMs) to compare the two groups’ performance. Two types of intrusion detection systems (IDS) are covered in the study; one uses a support vector machine (SVM) method, while the other is an innovative IDS. There are a total of 38 samples used to assess the research, with 19 samples in each group. The statistical analysis was conducted using the SPSS utility. Using G power and a pretest power of 80%, we determined the sample size. The high degree of significance (p