├── .gitignore ├── Airline ├── Data │ ├── airline_data.py │ └── get_airline_data.sh ├── Figures │ └── Airline_ARD.png ├── Kernels │ └── k_u.m ├── Update_K_u_inv.m ├── Utilities │ ├── Denormalize.m │ ├── Normalize.m │ ├── boundedline.m │ ├── outlinebounds.m │ ├── stochastic_update.m │ └── stochastic_update_Adam.m ├── cov.m ├── export_fig │ ├── ImageSelection.class │ ├── ImageSelection.java │ ├── LICENSE │ ├── README.md │ ├── append_pdfs.m │ ├── copyfig.m │ ├── crop_borders.m │ ├── eps2pdf.m │ ├── export_fig.m │ ├── fix_lines.m │ ├── ghostscript.m │ ├── im2gif.m │ ├── isolate_axes.m │ ├── pdf2eps.m │ ├── pdftops.m │ ├── print2array.m │ ├── print2eps.m │ ├── read_write_entire_textfile.m │ ├── user_string.m │ └── using_hg2.m ├── init_params.m ├── likelihood_UB.m ├── main.m ├── mu.m ├── predict.m ├── train.m └── update_m_S.m ├── LICENSE ├── OneDomensional_Noiseless ├── Figures │ └── OneDimensional_Noiseless.png ├── Kernels │ └── k_u.m ├── Update_K_u_inv.m ├── Utilities │ ├── Denormalize.m │ ├── Normalize.m │ ├── boundedline.m │ ├── outlinebounds.m │ ├── plot_all.m │ ├── stochastic_update.m │ └── stochastic_update_Adam.m ├── cov.m ├── export_fig │ ├── ImageSelection.class │ ├── ImageSelection.java │ ├── LICENSE │ ├── README.md │ ├── append_pdfs.m │ ├── copyfig.m │ ├── crop_borders.m │ ├── eps2pdf.m │ ├── export_fig.m │ ├── fix_lines.m │ ├── ghostscript.m │ ├── im2gif.m │ ├── isolate_axes.m │ ├── pdf2eps.m │ ├── pdftops.m │ ├── print2array.m │ ├── print2eps.m │ ├── read_write_entire_textfile.m │ ├── user_string.m │ └── using_hg2.m ├── init_params.m ├── likelihood_UB.m ├── main.m ├── mu.m ├── predict.m ├── train.m └── update_m_S.m ├── OneDomensional_Noisy ├── Figures │ ├── OneDimensional.png │ └── OneDimensional_Convergence.png ├── Kernels │ └── k_u.m ├── Update_K_u_inv.m ├── Utilities │ ├── Denormalize.m │ ├── Normalize.m │ ├── boundedline.m │ ├── outlinebounds.m │ ├── plot_all.m │ ├── stochastic_update.m │ └── stochastic_update_Adam.m ├── cov.m ├── export_fig │ ├── ImageSelection.class │ ├── ImageSelection.java │ ├── LICENSE │ ├── README.md │ ├── append_pdfs.m │ ├── copyfig.m │ ├── crop_borders.m │ ├── eps2pdf.m │ ├── export_fig.m │ ├── fix_lines.m │ ├── ghostscript.m │ ├── im2gif.m │ ├── isolate_axes.m │ ├── pdf2eps.m │ ├── pdftops.m │ ├── print2array.m │ ├── print2eps.m │ ├── read_write_entire_textfile.m │ ├── user_string.m │ └── using_hg2.m ├── init_params.m ├── likelihood_UB.m ├── main.m ├── mu.m ├── predict.m ├── train.m └── update_m_S.m ├── ParametricGPs_Python ├── Utilities.py └── parametric_GP.py └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | *.pickle 2 | *.zip 3 | *.mat 4 | __pycache__/ 5 | -------------------------------------------------------------------------------- /Airline/Data/airline_data.py: -------------------------------------------------------------------------------- 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