Research Article

Neural Network-Based Voting System with High Capacity and Low Computation for Intrusion Detection in SIEM/IDS Systems

Table 2

List of NSL-KDD dataset files and their description.

File nameDescription

KDDTrain+.ARFFThe full NSL-KDD train set with binary labels in ARFF format
KDDTrain+.TXTThe full NSL-KDD train set including attack-type labels and difficulty level in CSV format
KDDTrain+_20Percent.ARFFA 20% small subset of the KDDTrain+.arff file
KDDTrain+20Percent.TXTA 20% subset of the KDDTrain+.txt file
KDDTest+.ARFFThe full NSL-KDD test set with binary labels in ARFF format
KDDTest+.TXTThe full NSL-KDD test set including attack-type labels and difficulty level in CSV format
KDDTest-21.ARFFA subset of the KDDTest+.arff file which does not include records with difficulty level of 21 out of 21
KDDTest-21.TXTA subset of the KDDTest+.txt file which does not include records with difficulty level of 21 out of 21