GitHub - georgia-max/DEAML_official

#DEA 2nd stage Permutation Importance

This is the code source for the paper (Topcu, Liu & Triantis, 2020).

The following code present the experiment of stage 2a and stage 2b in Figure 1.

Figure 1.

Name		Name	Last commit message	Last commit date
Latest commit History 9 Commits
.README_images		.README_images
.idea		.idea
Dummy_dataset.py		Dummy_dataset.py
MLP_basic_functions.py		MLP_basic_functions.py
MLR.py		MLR.py
Picture1.png		Picture1.png
README.md		README.md
Random forest_MAE.png		Random forest_MAE.png
Random forest_MSE.png		Random forest_MSE.png
XGBOOST_MAE.png		XGBOOST_MAE.png
XGBOOST_MAE_.png		XGBOOST_MAE_.png
XGBOOST_MAE_1000It.png		XGBOOST_MAE_1000It.png
XGBOOST_MSE.png		XGBOOST_MSE.png
XGBOOST_MSE_1000It.png		XGBOOST_MSE_1000It.png
basic_functions.py		basic_functions.py
best_xgboost_model.model		best_xgboost_model.model
data_preparation.py		data_preparation.py
data_visualization.ipynb		data_visualization.ipynb
dummy_data.csv		dummy_data.csv
main.py		main.py
test_experiment.ipynb		test_experiment.ipynb
training loss_ANN.png		training loss_ANN.png
training loss_ANN_2.png		training loss_ANN_2.png
training loss_ANN_smooth.png		training loss_ANN_smooth.png
training_ANN_mse.png		training_ANN_mse.png
xgboost_finalmodel1		xgboost_finalmodel1

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