Table 1.
Trait | Heritability | GBLUP | PLS | LASSO | BayesB | SVM | RKHS | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
mean | sd | mean | sd | mean | sd | mean | sd | mean | sd | mean | sd | ||
GY | 0.3031 | 0.4057 | 0.0102 | 0.3832 | 0.0125 | 0.3923 | 0.0132 | 0.4095 | 0.0117 | 0.4032 | 0.012 | 0.4041 | 0.0122 |
TGW | 0.8501 | 0.8833 | 0.0025 | 0.8735 | 0.0037 | 0.8821 | 0.0024 | 0.8819 | 0.0035 | 0.8791 | 0.0037 | 0.8829 | 0.0029 |
PN | 0.2550 | 0.4122 | 0.0122 | 0.3849 | 0.0141 | 0.4156 | 0.015 | 0.4189 | 0.011 | 0.3731 | 0.0125 | 0.3975 | 0.0114 |
PH | 0.7501 | 0.8647 | 0.0041 | 0.8564 | 0.0048 | 0.8642 | 0.0038 | 0.8629 | 0.0046 | 0.8644 | 0.0064 | 0.8601 | 0.0043 |
SB | 0.6676 | 0.7158 | 0.0072 | 0.7085 | 0.0121 | 0.7181 | 0.0061 | 0.7122 | 0.0076 | 0.6862 | 0.0112 | 0.715 | 0.0081 |
GN | 0.6262 | 0.6488 | 0.0085 | 0.6356 | 0.0093 | 0.6445 | 0.0089 | 0.6451 | 0.0095 | 0.6197 | 0.0133 | 0.6478 | 0.0094 |
PL | 0.7802 | 0.7919 | 0.0045 | 0.7897 | 0.0049 | 0.7922 | 0.0041 | 0.7887 | 0.0044 | 0.7957 | 0.0043 | 0.7894 | 0.0048 |
PB | 0.6944 | 0.6736 | 0.0069 | 0.6613 | 0.0077 | 0.6857 | 0.0062 | 0.6739 | 0.0076 | 0.6761 | 0.0058 | 0.6746 | 0.0066 |
Abbreviations: GY Grain yield per plant, TGW Thousand-grain weight, PN Productive panicle number per plant, PH Plant height, SB Secondary branch number, GN Grain number per panicle, PL Panicle length, PB Primary branch number
Predictabilities are averaged over 20 cross-validation runs