Table 1 The mean value and interquartile range (IQR) of the number of experiments based on each model to find the maximum bulk modulus K in MAX phases with the initial set of sample size N ∈ {2, 5, 10, 15, 20}.
From: Bayesian optimization with adaptive surrogate models for automated experimental design
Model | N = 2 | N = 5 | N = 10 | N = 15 | N = 20 | N = 2 | N = 5 | N = 10 | N = 15 | N = 20 |
|---|---|---|---|---|---|---|---|---|---|---|
(Mean) | (Mean) | (Mean) | (Mean) | (Mean) | (IQR) | (IQR) | (IQR) | (IQR) | (IQR) | |
BART | 36.18 | 39.33 | 32.76 | 38.67 | 43.42 | 21 | 31 | 22 | 20.5 | 18.5 |
BMA1 | 55.2 | 51.66 | 67.02 | 59.12 | 65.78 | 78 | 83.5 | 63 | 67.5 | 62 |
BMA2 | 57.36 | 55.48 | 60.42 | 66.59 | 71.7 | 76.5 | 77 | 74 | 60 | 52.5 |
BMARS | 36.82 | 34.94 | 41.5 | 48.94 | 50.9 | 24 | 22 | 26 | 24 | 22.5 |
GP (RBK) | 77.46 | 76.95 | 76.86 | 73.04 | 75.3 | 49 | 59 | 61 | 69 | 62 |
GP (RBK ARD) | 73.3 | 50.2 | 35.5 | 40.05 | 39.8 | 67.5 | 31 | 13.5 | 8.5 | 7.5 |
GP (Dot) | 45.5 | 45.25 | 63.1 | 57.2 | 65.8 | 29.5 | 24. | 21. | 32.5 | 17 |
GP (DKNet) | 91.6 | 78.35 | 62.9 | 62.55 | 81.6 | 15 | 43.5 | 69.5 | 71 | 50 |
