Table 3 The top 5 important factors selected by BMARS for 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

Setting

Top 1

Top 2

Top 3

Top 4

Top 5

N = 2

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

ColA

APF

Idist

c

N = 5

ColA

Idist

APF

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

c

N = 10

ColA

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

APF

Idist

a

N = 15

ColA

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

APF

Idist

c

N = 20

ColA

APF

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

Idist

a