Research Article
Real Network Traffic Collection and Deep Learning for Mobile App Identification
Table 2
Accuracy and macroaverage F-measure for the baseline and DL models on two datasets, respectively.
| Model | Dataset-all | Dataset-TLS | Accuracy (%) | Macro-F1 (%) | Accuracy (%) | Macro-F1 (%) |
| Baseline | RF | 61.32 | 50.30 | 62.91 | 50.07 | MLP | 81.24 | 70.64 | 83.57 | 65.79 |
| DL | SDAE | 58.73 | 39.86 | 60.37 | 41.45 | 1D CNN | 91.80 | 90.10 | 93.14 | 84.25 | LSTM | 85.09 | 80.77 | 89.36 | 80.51 |
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