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Table 1 Average predictabilities and their standard deviations (sd) for eight traits using six prediction methods

From: Genomic selection of agronomic traits in hybrid rice using an NCII population

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

  1. 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
  2. Predictabilities are averaged over 20 cross-validation runs