Locally-Weighted Partial Least Squares for 'tidymodels'


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Documentation for package ‘lwpls’ version 0.3.0

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autoplot.lwpls_local Plots of LW-PLS local models
localization Localization parameter for LW-PLS
lwpls Locally-weighted partial least squares
lwpls_fit Fit a locally-weighted partial least squares model
lwpls_fit.data.frame Fit a locally-weighted partial least squares model
lwpls_fit.default Fit a locally-weighted partial least squares model
lwpls_fit.formula Fit a locally-weighted partial least squares model
lwpls_fit.matrix Fit a locally-weighted partial least squares model
lwpls_fit.recipe Fit a locally-weighted partial least squares model
lwpls_local Local models of LW-PLS predictions
lwpls_local.default Local models of LW-PLS predictions
lwpls_local.lwpls_fit Local models of LW-PLS predictions
lwpls_local.model_fit Local models of LW-PLS predictions
lwpls_local.workflow Local models of LW-PLS predictions
lwpls_plots Plots of LW-PLS local models
multi_predict._lwpls_fit Predictions for several numbers of components
plot_coefficients Plots of LW-PLS local models
plot_reliability Plots of LW-PLS local models
plot_robust_weights Plots of LW-PLS local models
plot_selection Plots of LW-PLS local models
predict.lwpls_fit Predict from a locally-weighted PLS model
similarity Similarity index for LW-PLS
sparsity Sparsity of the LW-PLS local models
trimmed_rmse Trimmed root mean squared error
trimmed_rmse.data.frame Trimmed root mean squared error
trimmed_rmse_vec Trimmed root mean squared error
update.lwpls Update a locally-weighted PLS specification
values_similarity Similarity index for LW-PLS