Table 5.
Experimental results of the existing methods.
| Models | Agency | Sociality | |||
|
|
Accuracy | F1 | Accuracy | F1 | |
| IoH-RCNNa | 0.83 | 0.89 | 0.91 | 0.92 | |
| SAWD-LSTMb | 0.84 | 0.89 | 0.92 | 0.93 | |
| XGBoosted Forest and CNN | 0.83 | 0.88 | 0.89 | 0.90 | |
| best_com_pse (our model) | 0.86 | 0.91 | 0.93 | 0.94 | |
aRCNN: recurrent convolutional neural network.
bLSTM: long short-term memory.