Table 6.
Algorithms | R2 | MAE | MSE | RMSE |
---|---|---|---|---|
ARIMA | 0.9392 | 0.0271 | 0.0014 | 0.0369 |
SVR | 0.9582 | 0.0248 | 0.0011 | 0.0335 |
BPNN | 0.9447 | 0.0256 | 0.0012 | 0.0347 |
ELM | 0.9578 | 0.0239 | 0.0009 | 0.0312 |
CNN | 0.9603 | 0.0232 | 0.0009 | 0.0299 |
LSTM-single | 0.9655 | 0.0235 | 0.0009 | 0.0304 |
LSTM-sentiment | 0.9689 | 0.0234 | 0.0008 | 0.0286 |
LSTM-market | 0.9723 | 0.0191 | 0.0006 | 0.0240 |
LSTM-all | 0.9788 | 0.0145 | 0.0004 | 0.0208 |
MF-LSTM-US | 0.9765 | 0.0193 | 0.0006 | 0.0248 |
MF-LSTM-CN | 0.9693 | 0.0227 | 0.0008 | 0.0289 |
MF-LSTM | 0.9851 | 0.0122 | 0.0002 | 0.0154 |
Six-month window length