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Table 4 Pearson correlations of MBV predictions in the training data (above diagonal) and in cohorts of young bulls (below diagonal) between five methods

From: A comparison of five methods to predict genomic breeding values of dairy bulls from genome-wide SNP markers

 

ASI

PPT

Method

FR-LS

RR-BLUP

Bayes-R

SVR

PLSR

FR-LS

RR-BLUP

Bayes-R

SVR

PLSR

FR-LS

 

0.73

0.74

0.73

0.71

 

0.66

0.67

0.66

0.64

RR-BLUP

0.57

 

1

0.99

0.97

0.59

 

1

0.98

0.97

Bayes-R

0.58

0.96

 

0.99

0.97

0.63

0.95

 

0.98

0.96

SVR

0.59

0.93

0.96

 

0.96

0.63

0.91

0.97

 

0.95

PLSR

0.55

0.93

0.97

0.95

 

0.60

0.92

0.97

0.93

 
  1. ASI: Australian Selection Index; PPT: protein percentage; FR-LS: fixed regression-least squares; RR-BLUP: random regression-BLUP; Bayes-R: Bayesian regression; SVR: support vector regression; PLSR: partial least squares regression.