Man pages for mengluchu/APMtools
statistical air pollution mapping tools

array_rearrangerearrange array from n-d to m-d, with m < n
Brt_impvariable influence of BRT (gbm)
Brt_LURBoost regression trees for LUR (using b)
Brt_prebrt predictions
cforest_LURRandom forest for LUR (using cforest)
create_ringcreate a ring function
crop_centercrop to center and quick view with mapview
ctree_LURRegression tree for LUR (using ctree), mainly for...
error_matrixerror matrix outputs RMSE, MAE, IQR
get_h2o_predget h2o cv prediction
join_by_idJoin variables with coordinates to the destination file by...
LassoLasso model for LUR, crossvalidation, default fold (10)
Lasso_preLasso predictions
LassoselectedPlot coefficients of Lasso selected variables
mechanicalmechanical model: use an exponential function to describe the...
mergeraster2fileMerge new predictor variables (rasters)
merge_roadscreate a ring function
plot_errorPlot the prediction errors in space
plot_rsqPlot R sqaure with each predictor.
ppm2ugconvert ppm to ug/m3
predicLA_RF_XGBtilespredict tiles using LA, RF, SGB
prediction_with_pp_LaAggregate random forest using lasso
q_rf_LURQuantile Random forest (using ranger, quantregForest)
ranger_stackapply ranger to rasterstrack
RDring_coefPlot coefficients of roadrings of fitting a linear regression...
removedipsremove dips
retrieve_predictorread predictor values at the point locations, returns a...
rf_impreturn variable importance, RF
rf_Lasso_LURAccuracy matrix of aggregating random forest using lasso
rf_LURRandom forest for LUR (using ranger)
rf_prerf predictions
sampledfdevide the data into test and training set, and prepare the...
scatterplotPlot scatterplot between the dependent variables and all the...
subset_grepsubset by grep
univar_rsqreturn R sqaure with each predictor.
xgboost_impreturn variable importance xgboost
xgboost_LURxgBoost regression trees for LUR
xgb_prexgb predictions
xgb_stackxgb predictions
mengluchu/APMtools documentation built on Jan. 27, 2022, 2:41 a.m.