Table 2 Ten-fold cross-validation results when using Strand with 64-bit hash codes and bytes file hex sequences to predict 10 folds from the Microsoft malware training data
From: Polymorphic malware detection using sequence classification methods and ensembles
10-fold cross-validation Results Binary 64-Bit | ||||||
|---|---|---|---|---|---|---|
Fold | Classified | Correct | Sensitivity | Precision | Training | Prediction |
1 | 1087 | 1053 | 96.87% | 96.87% | 6:42:54 | 0:33:22 |
2 | 1087 | 1054 | 96.96% | 96.96% | 5:53:21 | 0:31:36 |
3 | 1087 | 1069 | 98.34% | 98.34% | 6:50:26 | 0:34:12 |
4 | 1087 | 1052 | 96.78% | 96.78% | 6:32:24 | 0:35:00 |
5 | 1087 | 1065 | 97.98% | 97.98% | 6:50:25 | 0:32:50 |
6 | 1087 | 1061 | 97.61% | 97.61% | 6:36:49 | 0:35:21 |
7 | 1087 | 1063 | 97.79% | 97.79% | 6:50:02 | 0:34:48 |
8 | 1087 | 1053 | 96.87% | 96.87% | 6:33:02 | 0:33:30 |
9 | 1086 | 1059 | 97.51% | 97.51% | 6:28:38 | 0:30:58 |
10 | 1086 | 1058 | 97.42% | 97.42% | 6:35:53 | 0:27:17 |