Table 1 Correlation (r) between the original WH04 RMM and predicted RMM for the total period (1979–2015) and two test periods (1974–1978, 2009–2015).
From: Exploring the long-term changes in the Madden Julian Oscillation using machine learning
Model | RMM1 | RMM2 | ||||
|---|---|---|---|---|---|---|
Total period (1979–2015) | Test1 (1974–1978) | Test2 (2009–2015) | Total period (1979–2015) | Test1 (1974–1978) | Test2 (2009–2015) | |
OT12 | 0.824 | 0.831 | 0.775 | 0.825 | 0.829 | 0.764 |
MLR | 0.829 | 0.833 | 0.79 | 0.831 | 0.809 | 0.798 |
SVR | 0.839 | 0.837 | 0.797 | 0.84 | 0.813 | 0.804 |
CNN-1D | 0.864 | 0.861 | 0.824 | 0.871 | 0.826 | 0.823 |
CNN-2D | 0.931 | 0.87 | 0.873 | 0.922 | 0.844 | 0.841 |