Table 1 Ten-fold cross-validation results when using strand with 32-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 32-Bit | ||||||
|---|---|---|---|---|---|---|
Fold | Classified | Correct | Sensitivity | Precision | Training | Prediction |
1 | 1087 | 979 | 90.06% | 90.06% | 6:46:31 | 0:30:38 |
2 | 1087 | 998 | 91.81% | 91.81% | 6:25:38 | 0:30:26 |
3 | 1087 | 1011 | 93.01% | 93.01% | 6:35:01 | 0:31:50 |
4 | 1087 | 995 | 91.54% | 91.54% | 6:34:53 | 0:33:53 |
5 | 1087 | 1004 | 92.36% | 92.36% | 6:21:12 | 0:28:12 |
6 | 1087 | 1003 | 92.27% | 92.27% | 6:27:41 | 0:28:13 |
7 | 1087 | 1006 | 92.55% | 92.55% | 6:49:04 | 0:33:34 |
8 | 1087 | 993 | 91.35% | 91.35% | 6:32:48 | 0:31:45 |
9 | 1086 | 1001 | 92.17% | 92.17% | 6:26:36 | 0:33:26 |
10 | 1086 | 995 | 91.62% | 91.62% | 6:51:28 | 0:29:05 |