Mean squared error
| Coin | ARIMA | SLR | RF | DT | GB | SVR | MLP | RF with XGBoost | Avg RF, GB and DT |
|---|---|---|---|---|---|---|---|---|---|
| XRP | 18931 | 0.105 | 0.002 | 0.003 | 0.002 | 0.58 | −1.67 | 0.0077 | 0.000 |
| BNB | 393.7 | 15799 | 117.392 | 197.296 | 213.091 | 0.09 | −0.91 | 126782.8 | 6882.085 |
| MONA | 0.003 | 0.933 | 0.014 | 0.03 | 0.018 | 0.75 | 0.02 | 2553.567 | 140.136 |
| XLM | 0 | 0.019 | 0 | 0 | 0 | 0.62 | −10.21 | 959.3232 | 61.044 |
| DASH | 0 | 14219 | 161.275 | 239.256 | 156.187 | −4.5 | −24.59 | 0.00127 | 0.000 |
| ETH | 99.239 | 815760.5 | 5419.305 | 8791.746 | 6711 | −23.35 | −0.79 | 3470.993 | 186.544 |
| XMR | 16.705 | 6763.324 | 77.521 | 142.697 | 117.923 | −0.23 | −1.27 | 0.0003 | 0.000 |
| FIL | 0 | 878.676 | 7.574 | 12.603 | 9.638 | −1.23 | −3.53 | 0.02645 | 0.002 |
| LTC | 191.46 | 4001.806 | 53.799 | 79.782 | 69.582 | −2.23 | −3.27 | 67.33126 | 14.105 |
| DOGE | 17.443 | 0.009 | 0 | 0 | 0 | 0.4 | −52.48 | 1185.888 | 91.333 |
| TRX | 1.592 | 0.001 | 0 | 0 | 0 | −593 | −2.07 | 0.26202 | 0.017 |
| XEM | 108.51 | 0.021 | 0 | 0.001 | 0 | 0.67 | −0.03 | 1243.139 | 112.427 |
| ZEC | 126.38 | 7103.623 | 97.882 | 139.455 | 112.793 | −1.23 | −11.31 | 0.00409 | 0.000 |
| MANA | 0 | 0.564 | 0.005 | 0.008 | 0.008 | 0.44 | −5.23 | 0.03888 | 0.006 |
| ETC | 0.007 | 329.031 | 14.379 | 15.213 | 12.707 | −0.93 | −3.74 | 235.6092 | 9.808 |
| Coin | ARIMA | SLR | RF | DT | GB | SVR | MLP | RF with XGBoost | Avg RF, GB and DT |
|---|---|---|---|---|---|---|---|---|---|
| 18931 | 0.105 | 0.002 | 0.003 | 0.002 | 0.58 | −1.67 | 0.0077 | 0.000 | |
| 393.7 | 15799 | 117.392 | 197.296 | 213.091 | 0.09 | −0.91 | 126782.8 | 6882.085 | |
| 0.003 | 0.933 | 0.014 | 0.03 | 0.018 | 0.75 | 0.02 | 2553.567 | 140.136 | |
| 0 | 0.019 | 0 | 0 | 0 | 0.62 | −10.21 | 959.3232 | 61.044 | |
| 0 | 14219 | 161.275 | 239.256 | 156.187 | −4.5 | −24.59 | 0.00127 | 0.000 | |
| 99.239 | 815760.5 | 5419.305 | 8791.746 | 6711 | −23.35 | −0.79 | 3470.993 | 186.544 | |
| 16.705 | 6763.324 | 77.521 | 142.697 | 117.923 | −0.23 | −1.27 | 0.0003 | 0.000 | |
| 0 | 878.676 | 7.574 | 12.603 | 9.638 | −1.23 | −3.53 | 0.02645 | 0.002 | |
| 191.46 | 4001.806 | 53.799 | 79.782 | 69.582 | −2.23 | −3.27 | 67.33126 | 14.105 | |
| 17.443 | 0.009 | 0 | 0 | 0 | 0.4 | −52.48 | 1185.888 | 91.333 | |
| 1.592 | 0.001 | 0 | 0 | 0 | −593 | −2.07 | 0.26202 | 0.017 | |
| 108.51 | 0.021 | 0 | 0.001 | 0 | 0.67 | −0.03 | 1243.139 | 112.427 | |
| 126.38 | 7103.623 | 97.882 | 139.455 | 112.793 | −1.23 | −11.31 | 0.00409 | 0.000 | |
| 0 | 0.564 | 0.005 | 0.008 | 0.008 | 0.44 | −5.23 | 0.03888 | 0.006 | |
| 0.007 | 329.031 | 14.379 | 15.213 | 12.707 | −0.93 | −3.74 | 235.6092 | 9.808 |
Note(s): Table showing mean squared error of cryptocurrencies
Source(s): Table by authors
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