Table 1 Birdshot dataset: first-order statistical summary including skewness and kurtosis for experimental data

From: Accurate and uncertainty-aware multi-task prediction of HEA properties using prior-guided deep Gaussian processes

Feature

Total non-zero entries

Mean

Std. Dev.

Min

Max

25%

75%

Skewness

Kurtosis

Complexity

Al

56

1.7

2.3

0

15

0

4

1.6

8.058

6.6

Co

132

19

14

0

75

8

25

1

4.235

2.2

Cr

121

7.8

6.3

0

25

4

10

0.88

3.225

1.1

Cu

37

1.6

3.9

0

24

0

2

3.6

16.961

17.5

Fe

139

15

12

0

75

5

20

1.7

7.613

6.3

Mn

60

5.3

8.1

0

40

0

8

1.6

5.256

2.9

Ni

146

39

14

0

75

31

50

−0.53

3.051

0.6

V

126

11

8.2

0

30

4

16

0.55

2.252

1.3

Yield strength (MPa)

132

3.9e+02

1.3e+02

1.8e+02

7.9e+02

2.8e+02

4.6e+02

0.64

2.802

0.8

UTS true (MPa)

132

9.5e+02

2.4e+02

3.3e+02

1.6e+03

8e+02

1.1e+03

0.012

2.867

0.1

Elong T (%)

128

34

12

0

56

26

42

−0.63

3.307

0.9

Hardness (GPa) SRJT

133

2.5

0.67

1.6

6

2.1

2.8

2.5

12.689

12.2

Modulus (GPa) SRJT

133

200

22

140

260

180

210

0.22

2.798

0.4

Avg HDYN/HQS

54

1.1

0.039

1.1

1.2

1.1

1.2

−0.11

3.008

0.1

Depth of penetration (mm) FE Sim

52

2.9

0.27

2.2

3.5

2.7

3.1

−0.14

2.429

0.7