On the NSL-KDD dataset, our CNN-based approach achieves an astounding 99.728% accuracy rate when paired with channel attention. Compared to previous approaches such as ensemble learning, CNN, RBM (Boltzmann machine), ANN, hybrid auto-encoders with CNN, MCNN, and ANN, and adaptive algorithms, ...
Understanding Network Intrusion Detection System Using OLAP on NSL-KDD DatasetHussain, JamalKalita, PranjalIUP Journal of Computer Sciences
KDDTrain+_20Percent.txt README.md README ***Note I couldn't find the NSL-KDD dataset anywhere except via the Wayback Machine. This is just a backup. The data was found viahttps://web.archive.org/web/20150205070216/http://nsl.cs.unb.ca/NSL-KDD/ ...
Network intrusion detection systemNSL-KDDOLAPData cubeHistorical data analysis for network intrusion detection system is a new trend in research. In this paper, the NSL-KDD training dataset, a modified version of KKalita, PranjalSocial Science Electronic Publishing...
sql.functions as sql train20_nsl_kdd_dataset_path = "NSL_KDD_Dataset/KDDTrain+_20Percent.txt" train_nsl_kdd_dataset_path = "NSL_KDD_Dataset/KDDTrain+.txt" test_nsl_kdd_dataset_path = "NSL_KDD_Dataset/KDDTest+.txt" col_names = np.array(["duration","protocol_type","service","flag...
In the case of the minor form of distributional shift (see Fig. 9a), the interpretability of the baseline models trained with \(100\times \) the amount of data decreased as distributional shift increased. These models reached high accuracy by training over a much larger dataset (see Fig. ...
(IDS) is a model that can be used to analyze anomalous behavior in a network. In this chapter, the NSL-KDD dataset, which is an improved version of KDD-99 dataset, is used for this analysis. Clustering is an unsupervised learning method that divides the data into different groups based ...
Improving Machine Learning-Based Intrusion Detection Systems: A Comparative Study on NSL-KDD Dataset This paper explores the application of meta-learning in intrusion detection using the NSL_KDD dataset. By leveraging meta-learning techniques, the study ... ZH Salim,SO Hasoon - International Conferenc...
Dataset Information KDDTrain+.ARFF The full NSL-KDD train set with binary labels in ARFF format KDDTrain+.TXT The full NSL-KDD train set including attack-type labels and difficulty level in CSV format The full NSL-KDD train set including attack-type labels and difficulty level in CSV form...
The NSL KDD Dataset Jul 31, 2015 Field Names.csv The NSL KDD Dataset Jul 31, 2015 Field Names.docx The NSL KDD Dataset Jul 31, 2015 KDDTest+.csv The NSL KDD Dataset Jul 31, 2015 KDDTest+.txt The NSL KDD Dataset Jul 31, 2015 ...