[HTML][HTML] Genomic selection in cereal breeding
CD Robertsen, RL Hjortshøj, LL Janss - Agronomy, 2019 - mdpi.com
… indicated to improve the accuracy of selection and speed of genetic … In the mixed model (1),
genomic breeding values have the … significantly shorten the breeding cycle and realize faster …
genomic breeding values have the … significantly shorten the breeding cycle and realize faster …
[HTML][HTML] The effects of training population design on genomic prediction accuracy in wheat
SMK Edwards, JB Buntjer, R Jackson… - Theoretical and Applied …, 2019 - Springer
… Much of this gain has emanated from a reduction in … pig breeding, genomic selection has
driven a 35% increase … used the genomic best linear unbiased prediction (GBLUP) model to …
driven a 35% increase … used the genomic best linear unbiased prediction (GBLUP) model to …
[HTML][HTML] Design of training populations for selective phenotyping in genomic prediction
D Akdemir, J Isidro-Sánchez - Scientific reports, 2019 - nature.com
… training set is identified and using these trait values in the training set and X TRS a genomic
prediction model … the test genotypes leads to significant increases in accuracies, results that …
prediction model … the test genotypes leads to significant increases in accuracies, results that …
Multitrait machine‐and deep‐learning models for genomic selection using spectral information in a wheat breeding program
… marker effects based on model development from a related … a high and significant correlation
with SRI collected at heading … Genomic selection may increase selection efficiency, reduce …
with SRI collected at heading … Genomic selection may increase selection efficiency, reduce …
[HTML][HTML] Deep kernel and deep learning for genome-based prediction of single traits in multienvironment breeding trials
… of the two methods was bigger, with AK predicting much better … breeding journals explored
and studied genomic selection (… , direct modeling may lead to better predictions than modeling …
and studied genomic selection (… , direct modeling may lead to better predictions than modeling …
Benchmarking parametric and machine learning models for genomic prediction of complex traits
… to improve ANN performance, including reducing model … of genetic variation captured
without a subsequent increase … that feature selection significantly improved performance for …
without a subsequent increase … that feature selection significantly improved performance for …
[HTML][HTML] Multi-objective optimized genomic breeding strategies for sustainable food improvement
… genomic prediction, a multivariate mixed model was used to … used in selection of training
populations for genomic prediction. … of improving genomic prediction accuracies and therefore …
populations for genomic prediction. … of improving genomic prediction accuracies and therefore …
High-throughput phenotyping platforms enhance genomic selection for wheat grain yield across populations and cycles in early stage
… in a multi-trait genomic prediction model. For example, Rutkoski et al. (2016) and Sun et al.
… in the multivariate genetic prediction models significantly improved genomic predictive ability …
… in the multivariate genetic prediction models significantly improved genomic predictive ability …
[HTML][HTML] Training population selection and use of fixed effects to optimize genomic predictions in a historical USA winter wheat panel
JM Sarinelli, JP Murphy, P Tyagi, JB Holland… - Theoretical and Applied …, 2019 - Springer
… as training populations to integrate genomic selection into existing pipelines. We used cross-…
However, they also did not observe significant increases in model prediction ability when …
However, they also did not observe significant increases in model prediction ability when …
[HTML][HTML] Genomic prediction of grain yield and drought-adaptation capacity in sorghum is enhanced by multi-trait analysis
… to improve genomic prediction of parental breeding values … model used, one of the main
features of genomic selection is … Additive genetic correlations were significant only for GY with …
features of genomic selection is … Additive genetic correlations were significant only for GY with …