Evolutionary structure constrains genomic prediction accuracy more than model complexity in mango (Mangifera indica L.).

Abstract excerpt

In genomic prediction, it remains unclear whether increasingly complex or ensemble models improve prediction over established linear approaches, and why prediction accuracy varies among traits. Here, we evaluated a comprehensive suite of genomic prediction models, including linear mixed models, Bayesian variable selection, kernel methods, machine learning algorithms, graph attention networks, and stacked...

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