Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection

Table 3

Train and test dataset with labels of KDD CUP 1999 dataset.

Dataset	Details
Kddcup.data.gz	Training dataset (743 MB)
Kddcup.data_10_percent.gz (23 attack types)	10% subset of training dataset (75 MB)
Corrected.gz (23 attack types)	Test dataset (45 MB)