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Table 6 Average computing time to complete each fold of 5-fold CV according to different genomic prediction methods

From: Using machine learning to improve the accuracy of genomic prediction of reproduction traits in pigs

Method

TNB

NBA

GBLUP

2 min 6 s

2 min 2 s

ssGBLUP

3 min 12 s

3 min 16 s

BayesHE

3 h 57 min 1 s

3 h 35 min 13 s

SVR

5 min 27 s

5 min 7 s

KRR

1 min 4 s

1 min 16 s

RF

50 min 38 s

56 min 16 s

Adaboost.R2_SVR

1 h 35 min 13 s

1 h 15 min 28 s

Adaboost.R2_KRR

5 min 3 s

5 min 16 s