AggregateSpectra |
Aggregate data based on grouping variables and a user-provided function |
DoPreprocessing |
Preprocess spectral data according to user-designated method |
FilterSpectra |
Filter spectral data frame based on Mahalanobis distance |
FormatCV |
Format multiple trials with or without overlapping genotypes into training and test sets according to user-provided cross validation scheme |
ikeogu.2017 |
Example vis-NIRS and reference dataset |
PlotSpectra |
Plot spectral data, highlighting outliers as identified using Mahalanobis distance |
PredictFromSavedModel |
Use provided model object to predict trait values with input dataset |
SaveModel |
Save spectral prediction model and model performance statistics |
TestModelPerformance |
Test the performance of spectral models |