Table 10.
Comparison with previously published works.
| Work | Year | Method | Dataset | Accuracy (%) |
|---|---|---|---|---|
| Aresu et al. [14] | 2015 | Signature-based clustering | Drebin and VirusTotal | 96.66 |
| Li et al. [40] | 2016 | Droid classifier | VirusTotal | 94.66 |
| Shanshan et al. [38] | 2018 | Skip gram with neural network | Malicious URLs (Emulator) | 95.74 |
| Shanshan et al. [13] | 2019 | C4.5 decision tree | Drebin and VirusTotal | 97.89 |
| Shyong et al. [39] | 2020 | Random forest | Drebin | 98.86 |
| Shanshan et al. [28] | 2020 | Multi-view neural network | VirusShare | 98.81 |
| Our approach | … | Hybrid features with ensemble learning | CIC-AAGM2017 and CICMalDroid 2020 | 99 |