Table 49 Summary for recognizing minority and majority instances in not highly imbalanced datasets
From: Resampling imbalanced data for network intrusion detection datasets
|  | Influence on minority’s recall | Influence on minority’s precision | Influence on majority’s recall | Influence on majority’s precision | Overall Influence on recall and precision |
|---|---|---|---|---|---|
Recognize more minority instances correctly | Increase slightly Good enough without resampling | Increase slightly | No influence | No influence | Almost unchanged |
Recognize more majority instances incorrectly | No influence | Decrease slightly | Little influence | Little influence | Decrease precision |
Combined influence | Almost unchanged | Almost unchanged | Little influence | Little influence | Almost unchanged |