Root mean squared error
| Coin | ARIMA | SLR | RF | DT | GB | SVR | MLP | RF with XGBoost | Avg RF, GB and DT |
|---|---|---|---|---|---|---|---|---|---|
| XRP | 137.59 | 0.323 | 0.052 | 0.043 | 0.041 | 0.171 | 0.274 | 0.08777 | 0.020 |
| BNB | 19.842 | 125.7 | 14.046 | 14.598 | 10.835 | 109.593 | 136.629 | 356.0657 | 82.958 |
| MONA | 0.054 | 0.966 | 0.173 | 0.135 | 0.118 | 0.475 | 0.695 | 50.53283 | 11.838 |
| XLM | 0.02 | 0.137 | 0.021 | 0.017 | 0.016 | 0.075 | 0.151 | 30.97294 | 7.813 |
| DASH | 0.004 | 119.25 | 15.468 | 12.497 | 12.699 | 100.591 | 145.217 | 0.03559 | 0.015 |
| ETH | 9.962 | 903.2 | 93.764 | 81.922 | 73.616 | 1212.689 | 925.488 | 58.91513 | 13.658 |
| XMR | 4.087 | 82.239 | 11.946 | 10.859 | 8.805 | 56.477 | 85.682 | 0.01724 | 0.004 |
| FIL | 0.019 | 29.642 | 3.55 | 3.105 | 2.752 | 22.931 | 29.521 | 0.16264 | 0.044 |
| LTC | 13.837 | 63.26 | 8.932 | 8.342 | 7.335 | 49.155 | 69.146 | 8.20556 | 3.756 |
| DOGE | 4.177 | 0.094 | 0.015 | 0.014 | 0.016 | 0.085 | 0.106 | 34.43673 | 9.557 |
| TRX | 1.262 | 0.026 | 0.004 | 0.004 | 0.003 | 0.074 | 0.072 | 0.51188 | 0.129 |
| XEM | 10.417 | 0.143 | 0.024 | 0.02 | 0.019 | 0.079 | 0.103 | 35.25817 | 10.603 |
| ZEC | 11.242 | 84.283 | 11.809 | 10.62 | 9.894 | 59.686 | 97.813 | 0.06396 | 0.018 |
| MANA | 0.01 | 0.751 | 0.089 | 0.088 | 0.073 | 0.506 | 0.806 | 0.19719 | 0.080 |
| ETC | 0.084 | 18.139 | 3.9 | 3.565 | 3.792 | 15.187 | 17.31 | 15.34957 | 3.132 |
| Coin | ARIMA | SLR | RF | DT | GB | SVR | MLP | RF with XGBoost | Avg RF, GB and DT |
|---|---|---|---|---|---|---|---|---|---|
| 137.59 | 0.323 | 0.052 | 0.043 | 0.041 | 0.171 | 0.274 | 0.08777 | 0.020 | |
| 19.842 | 125.7 | 14.046 | 14.598 | 10.835 | 109.593 | 136.629 | 356.0657 | 82.958 | |
| 0.054 | 0.966 | 0.173 | 0.135 | 0.118 | 0.475 | 0.695 | 50.53283 | 11.838 | |
| 0.02 | 0.137 | 0.021 | 0.017 | 0.016 | 0.075 | 0.151 | 30.97294 | 7.813 | |
| 0.004 | 119.25 | 15.468 | 12.497 | 12.699 | 100.591 | 145.217 | 0.03559 | 0.015 | |
| 9.962 | 903.2 | 93.764 | 81.922 | 73.616 | 1212.689 | 925.488 | 58.91513 | 13.658 | |
| 4.087 | 82.239 | 11.946 | 10.859 | 8.805 | 56.477 | 85.682 | 0.01724 | 0.004 | |
| 0.019 | 29.642 | 3.55 | 3.105 | 2.752 | 22.931 | 29.521 | 0.16264 | 0.044 | |
| 13.837 | 63.26 | 8.932 | 8.342 | 7.335 | 49.155 | 69.146 | 8.20556 | 3.756 | |
| 4.177 | 0.094 | 0.015 | 0.014 | 0.016 | 0.085 | 0.106 | 34.43673 | 9.557 | |
| 1.262 | 0.026 | 0.004 | 0.004 | 0.003 | 0.074 | 0.072 | 0.51188 | 0.129 | |
| 10.417 | 0.143 | 0.024 | 0.02 | 0.019 | 0.079 | 0.103 | 35.25817 | 10.603 | |
| 11.242 | 84.283 | 11.809 | 10.62 | 9.894 | 59.686 | 97.813 | 0.06396 | 0.018 | |
| 0.01 | 0.751 | 0.089 | 0.088 | 0.073 | 0.506 | 0.806 | 0.19719 | 0.080 | |
| 0.084 | 18.139 | 3.9 | 3.565 | 3.792 | 15.187 | 17.31 | 15.34957 | 3.132 |
Note(s): Table showing root mean squared error of cryptocurrencies
Source(s): Table by authors
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