Table 1 Testing set error metrics for each model and each dataset (ME - mean error, RMSE - Root mean squared error, MAE - mean absolute error, MAPE - mean absolute percent Error).
From: Time series forecasting of chlorophyll-a concentrations in the Chesapeake Bay
Metric | Lower Region | Middle Region | Upper Region | ||||||
|---|---|---|---|---|---|---|---|---|---|
ARIMA | TBATS | LSTM | ARIMA | TBATS | LSTM | ARIMA | TBATS | LSTM | |
ME | 0.043 | 0.028 | -0.009 | 0.059 | 0.055 | 0.006 | 0.052 | 0.071 | 0.0496 |
RMSE (mg/m3) | 0.203 | 0.161 | 0.121 | 0.194 | 0.164 | 0.155 | 0.236 | 0.204 | 0.199 |
MAE | 0.152 | 0.126 | 0.094 | 0.155 | 0.127 | 0.116 | 0.185 | 0.154 | 0.145 |
MAPE | 17.708 | 14.678 | 11.504 | 15.9 | 13.052 | 12.906 | 16.903 | 13.856 | 14.75 |
