Research Article

Empirical Evaluation of Noise Influence on Supervised Machine Learning Algorithms Using Intrusion Detection Datasets

Table 9

The training and the testing datasets of the UNSW-NB15.

No.UNSW-NB15 data filesNo. of attributesNo. of instancesNo. of normal instancesNo. of attack instances

1UNSW_NB15_training-set4582,33237,00045,332
2UNSW_NB15_testing-set45175,34156,000119,341