Malware Classification on Common Malware Families min. 50 samples (10-fold cross-validation)
73.4F1 (Kaspersky)1D-Conv-BiLSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| 1D-Conv-BiLSTMBatch size=32, Epochs=300, Optimizer=SGD2018.11 | 73.4 | 85.4 | 75.4 | 76.5 | 77.7 | |
| LR 3-gramsN-gram size=3, Implementation=Scikit-learn2018.11 | 71.8 | 82.2 | 72.6 | 75.6 | 75.6 | |
| LR 2-gramsN-gram size=2, Implementation=Scikit-learn2018.11 | 71.1 | 82.1 | 73.4 | 75.6 | 75.6 | |
| RF 2-gramsN-gram size=2, Implementation=Scikit-learn2018.11 | 70.2 | 79.2 | 73.1 | 75.5 | 74.5 | |
| RF 3-gramsN-gram size=3, Implementation=Scikit-learn2018.11 | 67.1 | 69.9 | 72 | 72.4 | 70.4 |