Machine Learning Models for Soil Properties from Spectroscopy


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Documentation for package ‘MLSP’ version 0.2.0

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colsMean Compute Row-wise Means for Groups of Columns
cubist_preprocess Fit and Evaluate One Calibration Method
lasso_preprocess Fit and Evaluate One Calibration Method
merge_of_lab_and_spectrum Merge Soil Laboratory Data with Spectral Data
ml_f Compare Spectral Preprocessing and Calibration Methods
msd.comp Compute Model Evaluation Metrics
pcr_preprocess Fit and Evaluate One Calibration Method
plsr_preprocess Fit and Evaluate One Calibration Method
preprocess_methods Catalogue of Spectral Preprocessing Methods
raw Raw Reflectance Predictors
results Summarize Model Performance Metrics
rf_preprocess Fit and Evaluate One Calibration Method
soil_preprocess Fit and Evaluate One Calibration Method
spectral_preprocess Preprocess VNIR Spectra