array_rearrange | rearrange array from n-d to m-d, with m < n |
Brt_imp | variable influence of BRT (gbm) |
Brt_LUR | Boost regression trees for LUR (using b) |
Brt_pre | brt predictions |
cforest_LUR | Random forest for LUR (using cforest) |
create_ring | create a ring function |
crop_center | crop to center and quick view with mapview |
ctree_LUR | Regression tree for LUR (using ctree), mainly for... |
error_matrix | error matrix outputs RMSE, MAE, IQR |
get_h2o_pred | get h2o cv prediction |
join_by_id | Join variables with coordinates to the destination file by... |
Lasso | Lasso model for LUR, crossvalidation, default fold (10) |
Lasso_pre | Lasso predictions |
Lassoselected | Plot coefficients of Lasso selected variables |
mechanical | mechanical model: use an exponential function to describe the... |
mergeraster2file | Merge new predictor variables (rasters) |
merge_roads | create a ring function |
plot_error | Plot the prediction errors in space |
plot_rsq | Plot R sqaure with each predictor. |
ppm2ug | convert ppm to ug/m3 |
predicLA_RF_XGBtiles | predict tiles using LA, RF, SGB |
prediction_with_pp_La | Aggregate random forest using lasso |
q_rf_LUR | Quantile Random forest (using ranger, quantregForest) |
ranger_stack | apply ranger to rasterstrack |
RDring_coef | Plot coefficients of roadrings of fitting a linear regression... |
removedips | remove dips |
retrieve_predictor | read predictor values at the point locations, returns a... |
rf_imp | return variable importance, RF |
rf_Lasso_LUR | Accuracy matrix of aggregating random forest using lasso |
rf_LUR | Random forest for LUR (using ranger) |
rf_pre | rf predictions |
sampledf | devide the data into test and training set, and prepare the... |
scatterplot | Plot scatterplot between the dependent variables and all the... |
subset_grep | subset by grep |
univar_rsq | return R sqaure with each predictor. |
xgboost_imp | return variable importance xgboost |
xgboost_LUR | xgBoost regression trees for LUR |
xgb_pre | xgb predictions |
xgb_stack | xgb predictions |
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