Table 3 Prediction accuracy for each... | Emerald Publishing

Table 3

Prediction accuracy for each output head of the model when trained using a specific case of training alloys (from section 3.6)

		Accuracy (%)
Training case	Prediction head	Al-Si-10Mg	β-Ti	SS316L	Ti-6Al-4V	Average
0	0	75.0*	96.0	92.5	95.0	89.6
	1	72.5*	96.0	90.0	97.5	89.0
	2	77.5*	96.0	90.0	97.5	90.3
1	0	97.5	96.0*	100.0	97.5	97.8
	1	97.5	92.0*	100.0	97.5	96.8
	2	97.5	92.0*	100.0	97.5	96.8
2	0	100.0	100.0	82.5*	97.5	95.0
	1	100.0	100.0	82.5*	97.5	95.0
	2	100.0	100.0	82.5*	97.5	95.0
3	0	100.0	100.0	97.5	75.0*	93.1
	1	100.0	100.0	95.0	75.0*	92.5
	2	100.0	100.0	95.0	62.5*	89.4

		Accuracy (%)
Training case	Prediction head	Al-Si-10Mg	β-Ti	SS316L	Ti-6Al-4V	Average
0	0	75.0*	96.0	92.5	95.0	89.6
	1	72.5*	96.0	90.0	97.5	89.0
	2	77.5*	96.0	90.0	97.5	90.3
1	0	97.5	96.0*	100.0	97.5	97.8
	1	97.5	92.0*	100.0	97.5	96.8
	2	97.5	92.0*	100.0	97.5	96.8
2	0	100.0	100.0	82.5*	97.5	95.0
	1	100.0	100.0	82.5*	97.5	95.0
	2	100.0	100.0	82.5*	97.5	95.0
3	0	100.0	100.0	97.5	75.0*	93.1
	1	100.0	100.0	95.0	75.0*	92.5
	2	100.0	100.0	95.0	62.5*	89.4

Note: *Indicates the generalisation alloy in that case. r = 0.5 for these results

Source: Authors’ own work