Genomic Selection

A deep convolutional neural network approach for predicting phenotypes from genotypes

Deep learning is a promising technology to accurately select individuals with high phenotypic values based on genotypic data. Genomic selection (GS) is a promising breeding strategy by which the phenotypes of plant individuals are usually predicted …

DeepGS

Deep learning-based genomic selection

An Effective Strategy for Trait Combinations in Multiple-Trait Genomic Selection

Multiple-trait genomic selection (MTGS) is a recently developed method of genomic selection for satisfying the requirements of actual breeding, which usually aims to improve multiple traits simultaneously. Although many efforts have been made to …

Application of Machine Learning-Based Classification to Genomic Selection and Performance Improvement

Genomic selection (GS) is a novel breeding strategy that selects individuals with high breeding value using computer programs. Although GS has long been practiced in the field of animal breeding, its application is still challenging in crops with …