Prediction of genetic values has been a focus of applied quantitative genetics since the
beginning of the 20th century, with renewed interest following the advent of the era of whole …

Genome-wide prediction of complex traits has become increasingly important in animal and
plant breeding, and is receiving increasing attention in human genetics. Most common …

Prediction of genetic values is a central problem in quantitative genetics. Over many
decades, such predictions have been successfully accomplished using information on …

Background Arguably, genotypes and phenotypes may be linked in functional forms that are
not well addressed by the linear additive models that are standard in quantitative genetics …

Reproducing kernel Hilbert spaces regression procedures for prediction of total genetic
value for quantitative traits, which make use of phenotypic and genomic data …

Genomic-enabled prediction is becoming increasingly important in animal and plant
breeding and is also receiving attention in human genetics. Deriving accurate predictions of …

Deep learning (DL) is a promising method for genomic-enabled prediction. However, the
implementation of DL is difficult because many hyperparameters (number of hidden layers …

The advent of modern genotyping technologies has revolutionized genomic selection in
animal breeding. Large marker datasets have shown several drawbacks for traditional …

Whole-genome enabled prediction of complex traits has received enormous attention in
animal and plant breeding and is making inroads into human and even Drosophila genetics …

The prediction of breeding values and phenotypes is of central importance for both livestock
and crop breeding. In this study, we analyze the use of artificial neural networks (ANN) and …