Benchmarking Genomic Selection and Machine-Learning Prediction Models


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Documentation for package ‘GSbench’ version 0.1.0

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available_models Models available in this session
gblup Fit GBLUP by REML
Gmatrix Genomic relationship matrix (VanRaden)
gs_benchmark Benchmark all available genomic prediction models
gs_cv Cross-validate genomic prediction models
gs_ensemble Stacked super-learner ensemble of genomic prediction models
gs_fit Fit a genomic prediction model
impute_markers Impute missing marker genotypes
plot.gs_cv Plot a model comparison
predict.gblup Predict breeding values for new genotypes from a GBLUP fit
predict.gs_ensemble Predict from a fitted genomic prediction model
predict.gs_model Predict from a fitted genomic prediction model
qc_markers Quality-control filter for marker data
simulate_population Simulate a genomic prediction dataset
summary.gs_cv Summary of a cross-validation / benchmark