├── .gitignore ├── LICENSE ├── README.md └── code ├── FOLDS ├── concrete_ARD_Xtest__FOLD_1 ├── concrete_ARD_Xtest__FOLD_2 ├── concrete_ARD_Xtest__FOLD_3 ├── concrete_ARD_Xtrain__FOLD_1 ├── concrete_ARD_Xtrain__FOLD_2 ├── concrete_ARD_Xtrain__FOLD_3 ├── concrete_ARD_ytest__FOLD_1 ├── concrete_ARD_ytest__FOLD_2 ├── concrete_ARD_ytest__FOLD_3 ├── concrete_ARD_ytrain__FOLD_1 ├── concrete_ARD_ytrain__FOLD_2 ├── concrete_ARD_ytrain__FOLD_3 ├── credit_ARD_Xtest__FOLD_1 ├── credit_ARD_Xtest__FOLD_2 ├── credit_ARD_Xtest__FOLD_3 ├── credit_ARD_Xtest__FOLD_4 ├── credit_ARD_Xtest__FOLD_5 ├── credit_ARD_Xtrain__FOLD_1 ├── credit_ARD_Xtrain__FOLD_2 ├── credit_ARD_Xtrain__FOLD_3 ├── credit_ARD_Xtrain__FOLD_4 ├── credit_ARD_Xtrain__FOLD_5 ├── credit_ARD_ytest__FOLD_1 ├── credit_ARD_ytest__FOLD_2 ├── credit_ARD_ytest__FOLD_3 ├── credit_ARD_ytest__FOLD_4 ├── credit_ARD_ytest__FOLD_5 ├── credit_ARD_ytrain__FOLD_1 ├── credit_ARD_ytrain__FOLD_2 ├── credit_ARD_ytrain__FOLD_3 ├── credit_ARD_ytrain__FOLD_4 ├── credit_ARD_ytrain__FOLD_5 ├── eeg_ARD_Xtest__FOLD_1 ├── eeg_ARD_Xtest__FOLD_2 ├── eeg_ARD_Xtest__FOLD_3 ├── eeg_ARD_Xtest__FOLD_4 ├── eeg_ARD_Xtest__FOLD_5 ├── eeg_ARD_Xtrain__FOLD_1 ├── eeg_ARD_Xtrain__FOLD_2 ├── eeg_ARD_Xtrain__FOLD_3 ├── eeg_ARD_Xtrain__FOLD_4 ├── eeg_ARD_Xtrain__FOLD_5 ├── eeg_ARD_ytest__FOLD_1 ├── eeg_ARD_ytest__FOLD_2 ├── eeg_ARD_ytest__FOLD_3 ├── eeg_ARD_ytest__FOLD_4 ├── eeg_ARD_ytest__FOLD_5 ├── eeg_ARD_ytrain__FOLD_1 ├── eeg_ARD_ytrain__FOLD_2 ├── eeg_ARD_ytrain__FOLD_3 ├── eeg_ARD_ytrain__FOLD_4 ├── eeg_ARD_ytrain__FOLD_5 ├── powerplant_ARD_Xtest__FOLD_1 ├── powerplant_ARD_Xtest__FOLD_2 ├── powerplant_ARD_Xtest__FOLD_3 ├── powerplant_ARD_Xtrain__FOLD_1 ├── powerplant_ARD_Xtrain__FOLD_2 ├── powerplant_ARD_Xtrain__FOLD_3 ├── powerplant_ARD_ytest__FOLD_1 ├── powerplant_ARD_ytest__FOLD_2 ├── powerplant_ARD_ytest__FOLD_3 ├── powerplant_ARD_ytrain__FOLD_1 ├── powerplant_ARD_ytrain__FOLD_2 ├── powerplant_ARD_ytrain__FOLD_3 ├── protein_ARD_Xtest__FOLD_1 ├── protein_ARD_Xtest__FOLD_2 ├── protein_ARD_Xtest__FOLD_3 ├── protein_ARD_Xtrain__FOLD_1 ├── protein_ARD_Xtrain__FOLD_2 ├── protein_ARD_Xtrain__FOLD_3 ├── protein_ARD_ytest__FOLD_1 ├── protein_ARD_ytest__FOLD_2 ├── protein_ARD_ytest__FOLD_3 ├── protein_ARD_ytrain__FOLD_1 ├── protein_ARD_ytrain__FOLD_2 ├── protein_ARD_ytrain__FOLD_3 ├── spam_ARD_Xtest__FOLD_1 ├── spam_ARD_Xtest__FOLD_2 ├── spam_ARD_Xtest__FOLD_3 ├── spam_ARD_Xtest__FOLD_4 ├── spam_ARD_Xtest__FOLD_5 ├── spam_ARD_Xtrain__FOLD_1 ├── spam_ARD_Xtrain__FOLD_2 ├── spam_ARD_Xtrain__FOLD_3 ├── spam_ARD_Xtrain__FOLD_4 ├── spam_ARD_Xtrain__FOLD_5 ├── spam_ARD_ytest__FOLD_1 ├── spam_ARD_ytest__FOLD_2 ├── spam_ARD_ytest__FOLD_3 ├── spam_ARD_ytest__FOLD_4 ├── spam_ARD_ytest__FOLD_5 ├── spam_ARD_ytrain__FOLD_1 ├── spam_ARD_ytrain__FOLD_2 ├── spam_ARD_ytrain__FOLD_3 ├── spam_ARD_ytrain__FOLD_4 └── spam_ARD_ytrain__FOLD_5 ├── __init__.py ├── dataset.py ├── dgp_rff.py ├── experiments ├── dgp_rff_classification.py ├── dgp_rff_infmnist.py ├── dgp_rff_mnist.py └── dgp_rff_regression.py ├── likelihoods ├── __init__.py ├── gaussian.py ├── likelihood.py └── softmax.py ├── losses ├── __init__.py ├── loss.py ├── mean_sq_error.py ├── neg_log_like.py └── zero_one_loss.py ├── mcmc ├── X.txt ├── Xtest.txt ├── Y.txt ├── compare_variational_mcmc.py ├── log_lambda.txt ├── log_theta_lengthscale.txt ├── log_theta_sigma2.txt ├── mcmc.py ├── plot.r ├── predictions_MCMC_F1.txt ├── predictions_MCMC_F2.txt ├── predictions_variational_F1_NRFF_10.txt ├── predictions_variational_F1_NRFF_50.txt ├── predictions_variational_F2_NRFF_10.txt ├── predictions_variational_F2_NRFF_50.txt ├── samples_MCMC_F1.txt └── samples_MCMC_F2.txt └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mauriziofilippone/deep_gp_random_features/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: 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