… complex trait relationships … genomic prediction models that increase prediction accuracy
by exploiting pleiotropic effects among traits, and (iii) investigate how increased prediction …

… applications to genomic prediction, since … of genomic prediction theory and current limitations.
Second, we describe the theoretical concepts behind DL, including main DL architectures, …

… Genomic Prediction Suggests Hidden Heritability To further investigate the genomic
architecture of traits of genomic prediction (GP), models that present traits as a function of all …

… genomic prediction is lacking. This paper evaluates prediction accuracy in the context of
genomic … (DL) methods with a densely connected network architecture, which is a type of ML …

… genomic prediction, mapping of causal variants and inference on the genetic architecture of
complex traits… the statistical model and its use for prediction of phenotype. This is followed by …

… In contrast, genomic best linear unbiased prediction (gBLUP) … superior in prediction accuracy
for extremely complex traits. … technologies and traits with different genetic architectures. In …

… ) may aid in the genomic prediction. Here, we hypothesized that the genomic variants of
complex traits might be enriched in a subset of genomic regions defined by genes grouped on …

… prediction and genomic prediction for yield, yield-related traits and disease resistance traits,
… NIRS data from a single environment to predict trait performance at another environment, (3) …

… Next, we consider accuracy of out-of-sample prediction of PRS for which we find the theoretical
expectations of prediction accuracy under-recognized by practitioners. Last, we discuss …

… genetic architecture and genomic predictive abilities for 30 quantitative traits across up to six
… recommendations for future implementation of genomic prediction tools in apple breeding. …