Table 1 Comparative Experimental Results (Testing Set)

From: Corrosion resistance prediction of high-entropy alloys: framework and knowledge graph-driven method integrating composition, processing, and crystal structure

Methods

MSE↓

MAE↓

\({R}^{2}\)

Ave.±Std.

Ave.±Std.

Ave.±Std.

RFCP

3.06 ± 0.68

1.41 ± 0.17

0.35 ± 0.13

RFCPP

2.47 ± 0.23

1.24 ± 0.07

0.48 ± 0.04

RFCPSP

2.40 ± 0.27

1.21 ± 0.07

0.49 ± 0.03

MLPCP

4.86 ± 0.49

1.87 ± 0.14

-0.02 ± 0.13

MLPCPP

3.39 ± 0.85

1.41 ± 0.22

0.28 ± 0.19

MLPCPSP

2.91 ± 0.54

1.32 ± 0.16

0.39 ± 0.10

Mat-NRKGCPP

2.18 ± 0.20

1.16 ± 0.06

0.54 ± 0.04

Mat-NRKG

1.80 ± 0.23

1.02 ± 0.05

0.62 ± 0.02

  1. The results are reported as “mean ± standard deviation”. The best results are highlighted in bold.