Article
Tailoring AI and ML models for genotype-by-environment prediction leveraging environmental covariates: A European rye example.
TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik - 15 Jul 2026
Eckhoff Wera, Parat Florence, Bracho-Mujica Gennady, Flamm Clemens, Bustos-Korts Daniela, Piepho Hans-Peter
Abstract excerpt
KEY MESSAGES: We explored target variable and loss function engineering for isolating genotype-by-environment interactions from main environmental effects to improve machine learning and deep neural network-based prediction of genotype performances using environmental covariates to make inference for untested locations and years. Accurate prediction of environment-specific genotype performance remains a major...
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