Files in ModelOriented/forester
Quick and Simple Tools for Training and Testing of Tree-Based Models

.Rbuildignore

.gitignore

DESCRIPTION

NAMESPACE

NEWS.md R/check_data.R R/custom_preprocessing.R R/data_adult.R R/data_compas.R R/data_fertility.R R/data_lisbon.R R/data_lymph.R R/data_testing_data.R R/explain.R R/misc_theme_forester.R R/plot_classification.R R/plot_metrics.R R/plot_multiclass.R R/plot_regression.R R/predict_models_all.R R/predict_new.R R/prepare_data.R R/preprocessing.R R/preprocessing_feature_selection.R R/preprocessing_imputation.R R/preprocessing_removal.R R/random_search.R R/report.R R/save.R R/score_models.R R/select_models.R R/train.R R/train_models.R R/train_models_bayesopt.R R/train_test_balance.R README.md

catboost_info/.gitignore

catboost_info/learn/.gitignore

cran-comments.md

data/adult.RData

data/compas.RData

data/fertility.RData

data/lisbon.RData

data/lymph.RData

data/testing_data.RData

docs/404.html

docs/MI2logo.jpg

docs/articles/AutoML24Workshop_MScThesis/MSc_binary_CC18.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_multiclass_CC18.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/preprocessing_duration.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/testing_summary_table.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_duration.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_banknote-authentication.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_blood-transfusion-service-center.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_breast-w.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_credit-approval.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_credit-g-mod.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_credit-g.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_diabetes.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_kr-vs-kp.RData

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docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/binary_phoneme.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/multiclass_balance-scale.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/multiclass_car-mod.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/multiclass_car.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/multiclass_dna.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/multiclass_satimage-mod.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/multiclass_satimage.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/multiclass_wine_quality.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/regression_2dplanes.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/regression_Mercedes_Benz_Greener_Manufacturing.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/regression_elevators-mod.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary/regression_elevators.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/training_summary_table.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_processed_results/validation_summary_table.RData

docs/articles/AutoML24Workshop_MScThesis/MSc_regression_bench.RData

docs/articles/AutoML24Workshop_MScThesis/README.md

docs/articles/Knowledge_check.html

docs/articles/SoftwareX_paper/.gitkeep

docs/articles/SoftwareX_paper/SoftwareX_report.pdf

docs/articles/Tutorial.html

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docs/articles/Tutorial_files/figure-html/FI_plot_basic-1.png

docs/articles/index.html

docs/authors.html

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docs/bootstrap-toc.js

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docs/docsearch.js

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docs/drwhylogo.jpg

docs/figures/graph_forester.png

docs/figures/intro.png

docs/index.html

docs/jquery.sticky-kit.min.js

docs/link.svg

docs/news/index.html

docs/pkgdown.css

docs/pkgdown.js

docs/pkgdown.yml

docs/posters/.gitkeep

docs/posters/forester_AutoML_2023_Poster.pdf docs/posters/forester_COSEAL_2022_Poster.pdf docs/posters/forester_COSEAL_2024_Poster.pdf docs/posters/forester_MLinPL_2022_Poster.pdf docs/posters/forester_MLinPL_2023_Poster.pdf

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docs/reference/_forester_12_3_23_11_55_2_.RData

docs/reference/_forester_12_3_23_12_37_53_.RData

docs/reference/_forester_29_9_22_20_22_57_.RData

docs/reference/adult.html

docs/reference/basic_info.html

docs/reference/best_model_predict.html

docs/reference/binarize_target.html

docs/reference/boruta_selection.html

docs/reference/catboost_info/catboost_training.json

docs/reference/catboost_info/learn/events.out.tfevents

docs/reference/catboost_info/learn_error.tsv

docs/reference/catboost_info/time_left.tsv

docs/reference/check_cor.html

docs/reference/check_data.html

docs/reference/check_dim.html

docs/reference/check_duplicate_col.html

docs/reference/check_missing.html

docs/reference/check_outliers.html

docs/reference/check_static.html

docs/reference/check_y_balance.html

docs/reference/choose_best_models.html

docs/reference/compas.html

docs/reference/create_ranked_list.html

docs/reference/delete_correlated_values.html

docs/reference/delete_id_columns.html

docs/reference/detect_id_columns.html

docs/reference/draw_boxplot.html

docs/reference/draw_confusion_matrix.html

docs/reference/draw_feature_importance.html

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docs/reference/draw_radar_plot.html

docs/reference/draw_rmse_plot.html

docs/reference/draw_roc_plot.html

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docs/reference/draw_scatterplot.html

docs/reference/explain.html

docs/reference/extract.html

docs/reference/fertility.html

docs/reference/figures/graph_forester.png

docs/reference/figures/intro.png

docs/reference/forester_palette.html

docs/reference/format_models_details.html

docs/reference/guess_type.html

docs/reference/hello.html

docs/reference/index.html

docs/reference/lisbon.html

docs/reference/lymph.html

docs/reference/manage_missing.html

docs/reference/plot.html

docs/reference/plot_metrics.html

docs/reference/pre_rm_static_cols.html

docs/reference/predict_models.html

docs/reference/predict_models_all.html

docs/reference/predict_new.html

docs/reference/prepare_data.html

docs/reference/preprocessing.html

docs/reference/print.forest_model.html

docs/reference/radarplot_metric.html

docs/reference/random_search.html

docs/reference/regression.pdf

docs/reference/report.html

docs/reference/save.html

docs/reference/save_deleted_columns.html

docs/reference/scatterplot_metric.html

docs/reference/score_models.html

docs/reference/testing_data.html

docs/reference/train.html

docs/reference/train_models.html

docs/reference/train_models_bayesopt.html

docs/reference/train_test_balance.html

docs/reference/verbose_cat.html

docs/sitemap.xml

docs/tocBullet.svg

forester.Rproj

inst/rmd/report_binary.Rmd inst/rmd/report_multiclass.Rmd inst/rmd/report_regression.Rmd man/adult.Rd man/basic_info.Rd man/best_model_predict.Rd man/binarize_target.Rd man/boruta_selection.Rd man/check_cor.Rd man/check_data.Rd man/check_dim.Rd man/check_duplicate_col.Rd man/check_missing.Rd man/check_outliers.Rd man/check_static.Rd man/check_y_balance.Rd man/colors_forester.Rd man/compas.Rd man/custom_preprocessing.Rd man/delete_correlated_values.Rd man/delete_id_columns.Rd man/detect_id_columns.Rd man/draw_boxplot.Rd man/draw_confusion_matrix.Rd man/draw_feature_importance.Rd man/draw_radar_plot.Rd man/draw_rmse_plot.Rd man/draw_roc_plot.Rd man/draw_scatterplot.Rd man/explain.Rd man/fertility.Rd man/find_duplicate_columns.Rd man/guess_type.Rd man/impute_basic.Rd man/impute_knn.Rd man/impute_mice.Rd man/lisbon.Rd man/lymph.Rd man/manage_missing.Rd man/plot.binary_clf.Rd man/plot.multiclass.Rd man/plot.regression.Rd man/pre_rm_static_cols.Rd man/predict_models_all.Rd man/predict_new.Rd man/prepare_data.Rd man/preprocessing.Rd man/preprocessing_feature_selection.Rd man/preprocessing_imputation.Rd man/preprocessing_removal.Rd man/random_search.Rd man/report.Rd man/rm_correlated_columns.Rd man/rm_corrupted_observations.Rd man/rm_duplicate_columns.Rd man/rm_id_like_columns.Rd man/rm_sparse_columns.Rd man/rm_static_cols.Rd man/save_deleted_columns.Rd man/save_forest.Rd man/score_models.Rd man/select_boruta.Rd man/select_mcfs.Rd man/select_mi_varrank.Rd man/select_models.Rd man/select_vi.Rd man/testing_data.Rd man/theme_forester.Rd man/train.Rd man/train_models.Rd man/train_models_bayesopt.Rd man/train_test_balance.Rd man/verbose_cat.Rd

misc/ablation_study/.gitkeep

misc/ablation_study/README.md

misc/ablation_study/ablation_processed_results/extended_training_summary_table.RData

misc/ablation_study/ablation_processed_results/preprocessing_duration.RData

misc/ablation_study/ablation_processed_results/training_duration.RData

misc/ablation_study/ablation_study_datasets_info.Rmd

misc/ablation_study/ablation_study_datasets_info.html

misc/ablation_study/ablation_study_paper_plots.Rmd

misc/ablation_study/ablation_study_paper_plots.html

misc/ablation_study/ablation_study_paper_plots/classification_results.svg

misc/ablation_study/ablation_study_paper_plots/combined_times.svg

misc/ablation_study/ablation_study_paper_plots/forester_scheme.png

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misc/ablation_study/ablation_study_preprocessing.Rmd

misc/ablation_study/ablation_study_preprocessing.html

misc/ablation_study/ablation_study_results_analysis.Rmd

misc/ablation_study/ablation_study_results_analysis.html

misc/ablation_study/ablation_study_results_preparation.Rmd

misc/ablation_study/ablation_study_results_preparation.html

misc/ablation_study/ablation_study_training.Rmd

misc/ablation_study/ablation_study_training.html

misc/ablation_study/binary_CC18.RData

misc/ablation_study/data_info/.gitkeep

misc/ablation_study/data_info/datasets_classification.xlsx

misc/ablation_study/data_info/datasets_regression.xlsx

misc/ablation_study/data_issues_summary.csv

misc/ablation_study/regression_bench.RData

misc/ablation_study/regression_datasets/dataset.arff

misc/ablation_study/regression_datasets/dataset_2175_kin8nm.arff

misc/ablation_study/regression_datasets/dataset_2187_pol.arff

misc/ablation_study/regression_datasets/dataset_2201_2dplanes.arff

misc/ablation_study/regression_datasets/dataset_2202_elevators.arff

misc/ablation_study/regression_datasets/dataset_2209_stock.arff

misc/ablation_study/regression_datasets/phpYYZ4Qc.arff

misc/ablation_study/regression_datasets/phpeZQVCe.arff

misc/ablation_study/regression_datasets/wind.arff

misc/ablation_study/regression_datasets/wine_quality.arff

misc/experiments/execution_times/.gitkeep

misc/experiments/execution_times/mean_time_df_binary_clf.csv

misc/experiments/execution_times/mean_time_df_regression.csv

misc/experiments/execution_times/time_df_binary_clf.csv

misc/experiments/execution_times/time_df_regression.csv

misc/experiments/fixing_binary_Rdata_metrics.Rmd misc/experiments/forester_benchmark.Rmd misc/experiments/framework_comparison.Rmd

misc/experiments/raw_training_results/test.csv

misc/experiments/raw_training_results/test_binary_clf.csv

misc/experiments/raw_training_results/test_mean.csv

misc/experiments/raw_training_results/test_mean_binary_clf.csv

misc/experiments/raw_training_results/test_mean_reg.csv

misc/experiments/raw_training_results/test_reg.csv

misc/experiments/raw_training_results/train.csv

misc/experiments/raw_training_results/train_binary_clf.csv

misc/experiments/raw_training_results/train_mean.csv

misc/experiments/raw_training_results/train_mean_binary_clf.csv

misc/experiments/raw_training_results/train_mean_reg.csv

misc/experiments/raw_training_results/train_reg.csv

misc/experiments/raw_training_results/valid.csv

misc/experiments/raw_training_results/valid_binary_clf.csv

misc/experiments/raw_training_results/valid_mean.csv

misc/experiments/raw_training_results/valid_mean_binary_clf.csv

misc/experiments/raw_training_results/valid_mean_reg.csv

misc/experiments/raw_training_results/valid_reg.csv

misc/experiments/survival_analysis_demo.Rmd

misc/experiments/survival_analysis_demo.html

misc/graph_forester.png

misc/intro.png

misc/manual_tests/binary_classification_manual_test.Rmd misc/manual_tests/multiclass_classification_manual_test.Rmd misc/manual_tests/regression_manual_test.Rmd misc/old_tests_03_02_2023/predict_models.R

misc/old_tests_03_02_2023/testthat/.gitignore

misc/old_tests_03_02_2023/testthat/catboost_info/.gitignore

misc/old_tests_03_02_2023/testthat/catboost_info/learn/.gitignore

pkgdown/_pkgdown.yml

tests/testthat.R

tests/testthat/catboost_info/catboost_training.json

tests/testthat/catboost_info/learn/events.out.tfevents

tests/testthat/catboost_info/learn_error.tsv

tests/testthat/catboost_info/time_left.tsv

tests/testthat/checkpoints/compas_custom_prep.RData

tests/testthat/checkpoints/compas_models.RData

tests/testthat/checkpoints/compas_predictions.RData

tests/testthat/checkpoints/compas_prep.RData

tests/testthat/checkpoints/compas_prepared_data.RData

tests/testthat/checkpoints/compas_train.RData

tests/testthat/checkpoints/iris_custom_prep.RData

tests/testthat/checkpoints/iris_models.RData

tests/testthat/checkpoints/iris_predictions.RData

tests/testthat/checkpoints/iris_prep.RData

tests/testthat/checkpoints/iris_prepared_data.RData

tests/testthat/checkpoints/iris_train.RData

tests/testthat/checkpoints/lisbon_custom_prep.RData

tests/testthat/checkpoints/lisbon_models.RData

tests/testthat/checkpoints/lisbon_predictions.RData

tests/testthat/checkpoints/lisbon_prep.RData

tests/testthat/checkpoints/lisbon_prepared_data.RData

tests/testthat/checkpoints/lisbon_train.RData

tests/testthat/checkpoints/testing_data_custom_prep.RData

tests/testthat/checkpoints/testing_data_models.RData

tests/testthat/checkpoints/testing_data_predictions.RData

tests/testthat/checkpoints/testing_data_prep.RData

tests/testthat/checkpoints/testing_data_prepared_data.RData

tests/testthat/checkpoints/testing_data_train.RData

tests/testthat/checkpoints/tuning.RData

ModelOriented/forester documentation built on June 6, 2024, 7:29 a.m.

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ModelOriented/forester
Quick and Simple Tools for Training and Testing of Tree-Based Models

Files in ModelOriented/forester
Quick and Simple Tools for Training and Testing of Tree-Based Models

R Package Documentation

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ModelOriented/forester Quick and Simple Tools for Training and Testing of Tree-Based Models

Files in ModelOriented/forester Quick and Simple Tools for Training and Testing of Tree-Based Models

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We want your feedback!

ModelOriented/forester
Quick and Simple Tools for Training and Testing of Tree-Based Models

Files in ModelOriented/forester
Quick and Simple Tools for Training and Testing of Tree-Based Models