Scales the initial value of Gaussian likelihood variance i.e. noise_v…

…ar to X% of Y variance.
TadaSanar · Jun 8, 2023 · f737dd5 · f737dd5
1 parent 1055c40
commit f737dd5
Showing 1 changed file with 1 addition and 1 deletion.
diff --git a/hper_bo.py b/hper_bo.py
@@ -957,7 +957,7 @@ def bo_sim_target(bo_ground_truth_model_path='./Source_data/C2a_GPR_model_with_u
                                                             batch_size=batch_size,
                                                             acquisition_jitter=acq_fun_params['jitter'],
                                                             acq_fun_params=acq_fun_params,
-                                                            noise_var = 0.1,
+                                                            noise_var = 0.1*Y_accum[k].var(),
                                                             optimize_restarts = 10,
                                                             max_iters = 10000,
                                                             exact_feval = (not noise_target)