Table 3 Results of classification of salinity stress tolerance.

From: Classification and prediction of drought and salinity stress tolerance in barley using GenPhenML

ML models	Phenotype features						Genotype features						Genotype and phenotype features
	Train			Test			Train			Test			Train			Test
	Accuracy	Precision	F1-score	Accuracy	Precision	F1-score	Accuracy	Precision	F1-score	Accuracy	Precision	F1-score	Accuracy	Precision	F1-score	Accuracy	Precision	F1-score
ReliefF algorithm
DT	0.84	0.83	0.85	0.71	0.68	0.73	0.71	0.72	0.70	0.63	0.63	0.63	0.91	0.94	0.91	0.76	0.75	0.77
DA	0.61	0.74	0.48	0.58	0.69	0.41	0.61	0.71	0.48	0.55	0.62	0.38	0.62	0.75	0.48	0.62	0.76	0.47
NB	0.83	0.87	0.82	0.71	0.69	0.72	0.76	0.78	0.75	0.66	0.66	0.66	0.87	0.91	0.87	0.78	0.79	0.78
SVM	0.95	0.95	0.95	0.73	0.71	0.74	0.78	0.82	0.77	0.61	0.62	0.60	0.90	0.88	0.90	0.79	0.75	0.80
KNN	0.95	0.96	0.95	0.91	0.95	0.91	0.97	0.98	0.97	0.89	0.89	0.89	0.98	0.97	0.98	0.96	0.98	0.96
RF	0.98	0.98	0.98	0.81	0.80	0.82	0.87	0.89	0.86	0.71	0.70	0.71	0.93	0.94	0.93	0.87	0.88	0.87
NN	0.87	0.89	0.87	0.72	0.72	0.72	0.68	0.71	0.66	0.60	0.61	0.58	0.85	0.87	0.84	0.76	0.77	0.76
MRMR algorithm
DT	0.91	0.90	0.91	0.66	0.65	0.68	0.72	0.70	0.73	0.60	0.59	0.62	0.87	0.87	0.87	0.72	0.71	0.73
DA	0.61	0.72	0.48	0.56	0.61	0.42	0.61	0.63	0.58	0.46	0.45	0.42	0.64	0.79	0.51	0.61	0.71	0.47
NB	0.81	0.85	0.80	0.64	0.59	0.72	0.82	0.85	0.81	0.63	0.58	0.71	0.84	0.88	0.83	0.71	0.73	0.70
SVM	0.96	0.96	0.96	0.81	0.79	0.82	0.99	0.99	0.99	0.72	0.68	0.74	0.99	0.99	0.99	0.85	0.82	0.85
KNN	0.97	0.98	0.97	0.84	0.82	0.85	0.90	0.88	0.90	0.76	0.74	0.77	0.99	0.98	0.99	0.98	0.99	0.98
RF	0.94	0.94	0.94	0.75	0.74	0.75	0.85	0.85	0.85	0.69	0.67	0.71	0.92	0.94	0.91	0.89	0.90	0.89
NN	0.93	0.93	0.93	0.74	0.72	0.76	0.71	0.73	0.70	0.65	0.65	0.66	0.97	0.98	0.97	0.77	0.76	0.78
Chi2 algorithm
DT	0.89	0.87	0.89	0.68	0.66	0.69	0.72	0.69	0.74	0.62	0.60	0.66	0.91	0.90	0.92	0.73	0.69	0.75
DA	0.62	0.75	0.48	0.59	0.71	0.42	0.61	0.61	0.61	0.46	0.47	0.48	0.64	0.79	0.51	0.61	0.71	0.47
NB	0.81	0.84	0.80	0.68	0.70	0.67	0.88	0.91	0.87	0.60	0.56	0.69	0.99	0.99	0.99	0.79	0.80	0.78
SVM	0.95	0.96	0.95	0.78	0.76	0.78	0.88	0.87	0.88	0.73	0.71	0.74	0.99	0.99	0.99	0.86	0.84	0.86
KNN	0.95	0.96	0.95	0.82	0.81	0.83	0.82	0.85	0.82	0.79	0.79	0.79	0.93	0.94	0.93	0.96	0.98	0.96
RF	0.99	0.99	0.99	0.81	0.84	0.80	0.82	0.82	0.82	0.72	0.72	0.73	0.91	0.90	0.92	0.86	0.87	0.86
NN	0.98	0.98	0.98	0.71	0.70	0.72	0.76	0.80	0.75	0.62	0.64	0.60	0.98	0.98	0.98	0.75	0.73	0.76

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Table 3 Results of classification of salinity stress tolerance.

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