Research Article
MalDeep: A Deep Learning Classification Framework against Malware Variants Based on Texture Visualization
Table 4
Confusion matrix of 9 categories of malware.
| real | prediction | RAmnit | Lollipop | Kelihos_ver3 | Vundo | Simda | Tracur | Kelihos_ver1 | Obfuscator.ACY | Gatak | number |
| RAmnit | 1411 | 5 | 6 | 15 | 0 | 0 | 16 | 87 | 1 | 1541 | Lollipop | 11 | 2398 | 0 | 10 | 0 | 0 | 0 | 56 | 3 | 2478 | Kelihos_ver3 | 1 | 0 | 2932 | 0 | 0 | 0 | 0 | 9 | 0 | 2942 | Vundo | 7 | 13 | 0 | 416 | 1 | 6 | 0 | 32 | 0 | 475 | Simda | 0 | 0 | 0 | 0 | 40 | 0 | 0 | 1 | 0 | 41 | Tracur | 0 | 12 | 0 | 0 | 0 | 723 | 1 | 15 | 0 | 751 | Kelihos_ver1 | 0 | 0 | 0 | 0 | 0 | 0 | 384 | 0 | 0 | 384 | Obfuscator.ACY | 12 | 5 | 32 | 91 | 25 | 16 | 54 | 987 | 6 | 1228 | Gatak | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 1010 | 1013 |
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