Research Article
Speech Deception Detection Based on EMD and Temporal Neural Network
Table 4
TCN-LSTM deception detection results with different parameter settings.
| Number of TCN layers | Number of LSTM layers | Bi-LSTM | Acc (%) | F1 (%) |
| 3 | 1 | Yes | 85.7 | 85.5 | 3 | 2 | Yes | 83.2 | 82.2 | 3 | 1 | No | 85.6 | 85.3 | 3 | 2 | No | 83.0 | 82.0 | 4 | 1 | Yes | 86.2 | 86.0 | 4 | 2 | Yes | 83.4 | 82.1 | 4 | 1 | No | 86.0 | 85.7 | 4 | 2 | No | 83.2 | 81.7 |
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