Journal of Materials Science: Materials Theory

Table 2 Values of coefficient of determination for the different prediction algorithms and training schemes; schemes with asterisk do not consider the plastic strain for prediction, note that the scaling fits which serve as reference do not consider plastic strain

From: Relating plasticity to dislocation properties by data analysis: scaling vs. machine learning approaches

training	scaling fit		kernel ridge		decision tree		perceptron
scheme	training	test	training	test	training	test	training	test
1	-	-	0.388	- 0.45	0.879	0.430	0.989	-2,32
1*	0.972	0.782	0.961	0.514	0.963	0.237	0.988	0.202
2	-	-	0.988	0.958	0.990	0.927	0.958	0.946
2*	0.967	0.944	0.937	0.955	0.994	0.958	0.948	0.957
3	-	-	0.989	0.902	0.975	0.907	0.954	0.847
3*	-	-	0.994	0.890	0.977	0.881	0.909	0.822
4	-	-	0.994	0.996	0.997	0.988	0.995	0.996
4*	-	-	0.996	0.996	0.997	0.987	0.998	0.996

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