Mean absolute error
| Coin | ARIMA | SLR | RF | DT | GB | SVR | MLP | RF with XGBoost | Avg RF, GB and DT |
|---|---|---|---|---|---|---|---|---|---|
| XRP | 98.288 | 0.264 | 0.019 | 0.024 | 0.021 | 0.108 | 0.183 | 0.05579 | 0.008 |
| BNB | 13.192 | 97.665 | 4.61 | 5.671 | 5.696 | 60.99 | 111.3 | 213.3256 | 44.659 |
| MONA | 0.031 | 0.713 | 0.054 | 0.069 | 0.062 | 0.312 | 0.579 | 25.63429 | 5.134 |
| XLM | 0.009 | 0.113 | 0.008 | 0.009 | 0.008 | 0.059 | 0.129 | 20.20679 | 4.259 |
| DASH | 0.003 | 95.75 | 5.879 | 7.211 | 6.531 | 56.31 | 84 | 0.01516 | 0.004 |
| ETH | 5.454 | 739 | 38.614 | 46.389 | 41.215 | 724.5 | 775.9 | 41.7622 | 6.805 |
| XMR | 2.068 | 65.669 | 4.916 | 6.257 | 5.879 | 35.54 | 61.33 | 0.01283 | 0.002 |
| FIL | 0.01 | 18.503 | 1.1 | 1.346 | 1.167 | 9.257 | 19.05 | 0.11622 | 0.023 |
| LTC | 8.742 | 51.08 | 3.8 | 4.499 | 4.229 | 35.34 | 50.07 | 3.88621 | 1.086 |
| DOGE | 2.294 | 0.06 | 0.004 | 0.004 | 0.004 | 0.07 | 0.077 | 24.22042 | 5.544 |
| TRX | 0.835 | 0.02 | 0.002 | 0.002 | 0.002 | 0.069 | 0.067 | 0.37456 | 0.062 |
| XEM | 6.395 | 0.111 | 0.006 | 0.008 | 0.007 | 0.062 | 0.065 | 23.80469 | 5.818 |
| ZEC | 6.212 | 68.536 | 4.934 | 5.842 | 5.572 | 35.45 | 59.54 | 0.04309 | 0.009 |
| MANA | 0.006 | 0.505 | 0.026 | 0.033 | 0.031 | 0.254 | 0.558 | 0.08772 | 0.029 |
| ETC | 0.038 | 13.167 | 1.035 | 1.162 | 0.975 | 7.478 | 11.62 | 6.77117 | 1.212 |
| Coin | ARIMA | SLR | RF | DT | GB | SVR | MLP | RF with XGBoost | Avg RF, GB and DT |
|---|---|---|---|---|---|---|---|---|---|
| 98.288 | 0.264 | 0.019 | 0.024 | 0.021 | 0.108 | 0.183 | 0.05579 | 0.008 | |
| 13.192 | 97.665 | 4.61 | 5.671 | 5.696 | 60.99 | 111.3 | 213.3256 | 44.659 | |
| 0.031 | 0.713 | 0.054 | 0.069 | 0.062 | 0.312 | 0.579 | 25.63429 | 5.134 | |
| 0.009 | 0.113 | 0.008 | 0.009 | 0.008 | 0.059 | 0.129 | 20.20679 | 4.259 | |
| 0.003 | 95.75 | 5.879 | 7.211 | 6.531 | 56.31 | 84 | 0.01516 | 0.004 | |
| 5.454 | 739 | 38.614 | 46.389 | 41.215 | 724.5 | 775.9 | 41.7622 | 6.805 | |
| 2.068 | 65.669 | 4.916 | 6.257 | 5.879 | 35.54 | 61.33 | 0.01283 | 0.002 | |
| 0.01 | 18.503 | 1.1 | 1.346 | 1.167 | 9.257 | 19.05 | 0.11622 | 0.023 | |
| 8.742 | 51.08 | 3.8 | 4.499 | 4.229 | 35.34 | 50.07 | 3.88621 | 1.086 | |
| 2.294 | 0.06 | 0.004 | 0.004 | 0.004 | 0.07 | 0.077 | 24.22042 | 5.544 | |
| 0.835 | 0.02 | 0.002 | 0.002 | 0.002 | 0.069 | 0.067 | 0.37456 | 0.062 | |
| 6.395 | 0.111 | 0.006 | 0.008 | 0.007 | 0.062 | 0.065 | 23.80469 | 5.818 | |
| 6.212 | 68.536 | 4.934 | 5.842 | 5.572 | 35.45 | 59.54 | 0.04309 | 0.009 | |
| 0.006 | 0.505 | 0.026 | 0.033 | 0.031 | 0.254 | 0.558 | 0.08772 | 0.029 | |
| 0.038 | 13.167 | 1.035 | 1.162 | 0.975 | 7.478 | 11.62 | 6.77117 | 1.212 |
Note(s): Table showing the Mean Absolute Error of cryptocurrencies
Source(s): Table by authors
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.