--------------------------------------------------------------- ----------------- Tpros Specification File ----------------- --------------------------------------------------------------- Files target_file 22d/aus.tr.ac3.dat grid_file 22d/aus.tr.in.dat hypin 22d/aus.ac3.hyp --------------------------------------------------------------- Data Seed_for_random_numbers 176 Dimension_of_input_space 22 No._of_training_data_points 394 --------------------------------------------------------------- Covariance_Function Number_of_gaussians_in_cov_fn 1 Linear_term_in_covariance_function_(yes/no) no Periodic_covariance_function_(yes/no) no Wavelengths 7.0 --------------------------------------------------------------- Noise_Model No._of_basis_functions_used_for_noise_model 1 --------------------------------------------------------------- Optimisation Perform_Optimisation_(yes/no) no initial_theta0 0.0 initial_theta2 0.1 initial_noise_variance 0.01 OPT_No._of_mac_its 400 OPT_Inversion_Method_(CG/LU) LU OPT_No._of_mac_its_for_CG_inversion 20 OPT_No._of_elements_used_for_trace 10 OPT_macopt_tolerance 0.0001 OPT_calculate_evidence_(yes/no) no OPT_dump_hyperparameters_(yes/no) yes length_scale_compression 4.0 maccheckgrad_(yes/no) no maccheckgrad_step 0.01 Optimize_length_scales_(yes/no) yes Optimize_theta0_(yes/no) no Optimize_theta1_(yes/no) yes Optimize_theta2_(yes/no) yes Optimize_noise_model_(yes/no) yes Optimize_linear_term_(yes/no) no --------------------------------------------------------------- Interpolation Perform_Interpolation_(yes/no) yes INT_grid_file 22d/aus.Pco.in.dat INT_output_file 22d/aus.Pco.ac3.NN.dat INT_No._of_points_to_be_interpolated 21 INT_Inversion_Method_(CG/LUd/LUi) LUi INT_No._of_mac_its_for_CG_invert 10 INT_Calculate_error_bars_(yes/no) yes INT_No._of_s.d._for_error_bars 1 INT_Calculate_noise_level_(yes/no) yes --------------------------------------------------------------- Maximisation Perform_Maximisation_(yes/no) no MAX_No._of_mac_its 20 MAX_Inversion_Method_(CG/LUd/LUi) LUi MAX_No._of_mac_its_for_CG_invert 10 MAX_output_file maxout --------------------------------------------------------------- Verbose_(0/1/2) 1 --------------------------------------------------------------- Priors prior_on_length_scales_(yes/no) yes prior_on_noise_(yes/no) yes prior_on_theta1_(yes/no) no prior_on_theta2_(yes/no) no prior_on_linear_term_(yes/no) no length_prior_mean 1.2 length_prior_sd 1.897 noise_prior_cbja 0.1 noise_prior_cbjb 200.0 theta1_prior_mean d theta1_prior_sd d theta2_prior_mean d theta2_prior_sd d linear_prior_mean 1.0 linear_prior_sd 1.0