Table 4 “Information leakage” performance and model improvement.
From: Research on information leakage in time series prediction based on empirical mode decomposition
Models | pH | Compare with BiLSTM | Compare with CEEMDAN-BiLSTM | |||
|---|---|---|---|---|---|---|
RMSE | MAPE(%) | RMSE | MAPE(%) | RMSE | MAPE(%) | |
BiLSTM | 0.499 | 0.394 | - | - | ↑0.498 | ↑0.278 |
CEEMDAN-BiLSTM | 0.001 | 0.116 | ↓0.498 | ↓0.278 | - | - |
STMP-CEEMDAN-BiLSTM | 0.124 | 0.261 | ↓0.375 | ↓0.133 | ↑0.123 | ↑0.145 |
MTMP-CEEMDAN-BiLSTM | 0.128 | 0.232 | ↓0.371 | ↓0.162 | ↑0.127 | ↑0.116 |
SW-CEEMDAN-BiLSTM | 0.125 | 0.252 | ↓0.374 | ↓0.142 | ↑0.124 | ↑0.136 |
