Table 1.
Results comparison between the proposed system and the existing models.
| Citation | Existing Models | Study Currency | RMSE | MAPE |
|---|---|---|---|---|
| Autoregressive integrated moving average (ARIMA), | 302.53 | 42.239 | ||
| [4] | Long Short-Term Memory (LSTM) | BTC-USDT | 603.68 | 87.413 |
| Gated Recurrent Unit (GRU) | 381.34 | 49.808 | ||
| [48] | Least Squares Support Vector Machine (LSSVM) | BTC-USD | 272.155 | 37.720 |
| Neural Networks with Backpropagation | 540.087 | 74.935 | ||
| Proposed | ADE-TFT(h=2) | 209.74 | 31.0104 | |
| model | ADE-TFT(h=4) | BTC-USD | 178.68 | 29.3295 |
| ADE-TFT(h=8) | 167.12 | 23.1734 | ||