Table 7 Confusion matrix of the authorial antivirus and the state-of-the-art (%).
From: Antivirus applied to JAR malware detection based on runtime behaviors
Technique | Train | Test | |||
|---|---|---|---|---|---|
M. | B. | M. | B. | ||
Authorial Antivirus | M. | 99.06 ± 0.25 | 0.94 ± 0.25 | 94.51 ± 1.83 | 5.49 ± 1.83 |
B. | 3.72 ± 0.16 | 96.28 ± 0.16 | 10.79 ± 3.25 | 89.21 ± 3.25 | |
Antivirus made by Lima et al. (2021), | M. | 42.76 ± 49.24 | 57.24 ± 49.24 | 42.56 ± 49.07 | 57.44 ± 49.07 |
worst conf.6 | B. | 42.60 ± 49.51 | 57.40 ± 49.51 | 42.64 ± 49.45 | 57.36 ± 49.45 |
Antivirus made by Lima et al. (2021), | M. | 94.27 ± 2.62 | 5.73 ± 2.62 | 93.42 ± 1.99 | 6.58 ± 1.99 |
best conf.6 | B. | 0.84 ± 1.65 | 99.16 ± 1.65 | 2.06 ± 1.77 | 97.94 ± 1.77 |
Antivirus made by Su | M. | 74.86 ± 0.65 | 25.14 ± 0.65 | 74.86 ± 4.09 | 25.14 ± 4.09 |
et al.15 | B. | 16.86 ± 1.89 | 83.14 ± 1.89 | 16.86 ± 4.49 | 83.14 ± 4.49 |
Antivirus made by Vinayakumar | M. | 97.63 ± 7.39 | 2.37 ± 7.39 | 96.60 ± 6.96 | 3.40 ± 6.96 |
et al.13 | B. | 0.46 ± 1.33 | 99.54 ± 1.33 | 3.12 ± 2.11 | 96.88 ± 2.11 |
Antivirus made by MANIATH, S | M. | 95.02 ± 15.67 | 4.98 ± 15.67 | 88.54 ± 15.99 | 11.46 ± 15.99 |
et al.16 | B. | 34.14 ± 23.38 | 65.86 ± 23.38 | 35.52 ± 22.88 | 64.48 ± 22.88 |
Deep Learning made by WOZNIAK, M. | M. | 70.00 ± 48.30 | 30.00 ± 48.30 | 70.00 ± 48.30 | 30.00 ± 48.30 |
et al.17 | B. | 70.00 ± 48.30 | 30.00 ± 48.30 | 70.00 ± 48.30 | 30.00 ± 48.30 |
Antivirus made by HOU, S. | M. | 100.00 ± 0.00 | 0.00 ± 0.00 | 100.00 ± 0.00 | 0.00 ± 0.00 |
et al.18 | B. | 0.00 ± 0.00 | 100.00 ± 0.00 | 0.00 ± 0.00 | 100.00 ± 0.00 |
Antivirus made by HARDY, | M. | 99.92 ± 0.22 | 0.08 ± 0.22 | 98.01 ± 2.03 | 1.99 ± 2.03 |
et al.19 | B. | 0.75 ± 2.02 | 99.25 ± 2.02 | 4.90 ± 2.30 | 95.10 ± 2.30 |
Antivirus made by KALASH, M. | M. | 56.18 ± 2.25 | 43.82 ± 2.25 | 57.39 ± 5.97 | 42.61 ± 5.97 |
et al.20 | B. | 43.08 ± 15.14 | 46.92 ± 16.49 | 42.77 ± 15.12 | 47.23 ± 16.68 |
Deep Learning made by SANTOS, | M. | 100.00 ± 0.00 | 0.00 ± 0.00 | 100.00 ± 0.00 | 0.00 ± 0.00 |
et al.22 | B. | 100.00 ± 0.00 | 0.00 ± 0.00 | 100.00 ± 0.00 | 0.00 ± 0.00 |
