MarcoLandtHayen/predict_sahel_rainfall_old

Predict rainfall in the African Sahel region with various machine learning and deep learning methods. # predict_sahel_rainfall Predict rainfall in the African Sahel region with various machine learning and deep learning methods. Results are shown separately for each ESM (CESM and FOCI) and lead time (0 / 1 / 3 / 6 months), ordered by mean squared error of predicted vs. true target. ## CESM ### lead 0 | Model | Author | Description | mse (test) | correl (test) | | :--- | :---: | :--- | :---: | :---: | | lin. reg. | Marco | all inputs except PREC_SAHEL, normalized | 0.854 | 0.475 | ### lead 1 | Model | Author | Description | mse (test) | correl (test) | | :--- | :---: | :--- | :---: | :---: | | CNN/fc | Marco | all inputs | 0.995 | 0.317 | | lin. reg. | Marco | all inputs, normalized | 1.003 | 0.304 | | CNN/fc | Marco | univariate | 1.064 | 0.192 | ### lead 3 | Model | Author | Description | mse (test) | correl (test) | | :--- | :---: | :--- | :---: | :---: | | lin. reg. | Marco | all inputs, normalized | 1.061 | 0.2 | ### lead 6 | Model | Author | Description | mse (test) | correl (test) | | :--- | :---: | :--- | :---: | :---: | | lin. reg. | Marco | all inputs, normalized | 1.064 | 0.19 | ## FOCI ### lead 0 | Model | Author | Description | mse (test) | correl (test) | | :--- | :---: | :--- | :---: | :---: | | lin. reg. | Marco | all inputs except PREC_SAHEL, normalized | 0.7 | 0.384 | ### lead 1 | Model | Author | Description | mse (test) | correl (test) | | :--- | :---: | :--- | :---: | :---: | | lin. reg. | Marco | all inputs, normalized | 0.776 | 0.234 | ### lead 3 | Model | Author | Description | mse (test) | correl (test) | | :--- | :---: | :--- | :---: | :---: | | lin. reg. | Marco | all inputs, normalized | 0.802 | 0.144 …