Table 4 The mean value and interquartile range of the number of experiments based on each model to find the maximum bulk modulus K in MAX phases with additional non-informative features 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 | 32.04 | 28.96 | 34.22 | 34.7 | 39.24 | 24.5 | 22 | 24 | 26 | 22.5 |
BMA1 | 61.48 | 58.48 | 69.62 | 70.6 | 75.06 | 64 | 72 | 55 | 53.5 | 46 |
BMA2 | 63.02 | 62.94 | 68.9 | 67 | 74.94 | 80 | 75 | 64 | 63.5 | 56 |
BMARS | 63.8 | 62.35 | 67.52 | 66.77 | 70.6 | 58.5 | 34.5 | 56 | 59 | 54 |
GP (RBK) | 63.7 | 67.29 | 66.7 | 70.36 | 72 | 70.5 | 65.5 | 64.5 | 55.5 | 48.5 |
GP (RBK ARD) | 73.7 | 81.25 | 82.8 | 74.5 | 78.3 | 46. | 26.5 | 41.5 | 45.5 | 32 |
GP (Dot) | 58.1 | 48.45 | 57.85 | 58.75 | 72.7 | 13. | 28.5 | 12.5 | 14.5 | 36.5 |
GP (DKNet) | 81.1 | 81.2 | 95. | 94.65 | 92.5 | 36.5 | 47.5 | 25.5 | 18 | 20.5 |
