Analyzing Results

Objectives

Understand the sample results
View accuracy landscapes and feature importance plots

Sample Results

Sample results are included in the results/ folder. These results demonstrate the effectiveness of various models and highlight key findings from the analysis, including accuracy landscapes and feature importance plots.

Summary Results

Filtered for 10-20 years summary results:

Filtered summary

Example Results by Target

amo2 (10-20 years)

amo2 results

Result File Format

Column	Description
`model`	Model name
`target_feature`	Predicted variable
`max_lag`	Maximum lag in years
`corr_score`	Correlation coefficient
`mae_score`	Mean Absolute Error
`selected_features`	Features used by model

References

Omrani, N. E., Keenlyside, N., Matthes, K., Boljka, L., Zanchettin, D., Jungclaus, J. H., & Lubis, S. W. (2022). Coupled stratosphere-troposphere-Atlantic multidecadal oscillation and its importance for near-future climate projection. NPJ Climate and Atmospheric Science, 5(1), 59.

Keypoints

Results are saved to the results/ folder
Models are evaluated using correlation coefficients and MAE
Accuracy landscapes show performance across different configurations