Convenient Links
DNNGP-Online Prediction
LGB-Online Prediction
Introduction
A natural population of peaches (n=269) was used to evaluate fruit quality traits and genetic variation data, including SNPs, Indels, and SVs.Six genome-wide predicted models were trained and assessed: DNNGP, GBLUP, XGBoost, Bayes, LGB, and SVR.Model performance was evaluated based on predictive accuracy for quality traits, quantified using the Pearson's correlation coefficient.And prediction accuracies for all the phenotypes were as the following picture:
How to use
Online Prediction
Local Prediction
You can download the relevant files for models such as SVR, XGBoost, GBLUP, Bayes, and run predictions locally. We provide:
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Pre-trained models
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Complete model configuration files
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User manuals