Table 5 The top 5 important factors selected by BART for 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

Setting

Top 1

Top 2

Top 3

Top 4

Top 5

N = 2

APF

ColA

ColM

Idist

\(\frac{e}{a}\)

N = 5

APF

ColA

Idist

ColM

\(\frac{e}{a}\)

N = 10

APF

ColM

ColA

Idist

\(\frac{e}{a}\)

N = 15

APF

ColA

Idist

ColM

\(\frac{e}{a}\)

N = 20

APF

ColA

ColM

Idist

\(\frac{e}{a}\)