Table 10 Detection Effectiveness of Different Types of Malware
From: Network intrusion detection based on multi-domain data and ensemble-bidirectional LSTM
Category | Number of families | Number of samples | F1 score |
|---|---|---|---|
Adware | 48 | 47,210 | 0.8595 |
Backdoor | 11 | 1,538 | 0.9627 |
File Infector | 5 | 669 | 0.8963 |
No Category | - | 2,296 | 0.9756 |
PUA | 8 | 2,051 | 0.9786 |
Ransomware | 8 | 6,202 | 0.9775 |
Riskware | 21 | 97,349 | 0.9555 |
Scareware | 3 | 1,556 | 0.9788 |
Trojan | 5 | 2351 | 0.7868 |