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/01_MSc_multiclass_datasets_selection.Rmd docs/articles/AutoML24Workshop_MScThesis/02_MSc_altered_datasets_creation.Rmd docs/articles/AutoML24Workshop_MScThesis/03_MSc_preprocessing.Rmd docs/articles/AutoML24Workshop_MScThesis/04_MSc_training.Rmd docs/articles/AutoML24Workshop_MScThesis/05_MSc_results_preparation.Rmd docs/articles/AutoML24Workshop_MScThesis/06_MSc_preliminary_results_analysis.Rmd docs/articles/AutoML24Workshop_MScThesis/07_MSc_performance_analysis.Rmd docs/articles/AutoML24Workshop_MScThesis/08_MSc_time_analysis.Rmd
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
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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/index.html
docs/authors.html
docs/bootstrap-toc.css
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docs/figures/graph_forester.png
docs/figures/intro.png
docs/index.html
docs/jquery.sticky-kit.min.js
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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
docs/reference/Rplot001.png
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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
docs/reference/draw_radar_plot-1.png
docs/reference/draw_radar_plot.html
docs/reference/draw_rmse_plot.html
docs/reference/draw_roc_plot.html
docs/reference/draw_scatterplot-1.png
docs/reference/draw_scatterplot-2.png
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
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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
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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
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misc/ablation_study/ablation_study_preprocessing.Rmd
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misc/ablation_study/ablation_study_results_analysis.Rmd
misc/ablation_study/ablation_study_results_analysis.html
misc/ablation_study/ablation_study_results_preparation.Rmd
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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
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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
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misc/experiments/raw_training_results/train.csv
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misc/experiments/raw_training_results/valid_mean_binary_clf.csv
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misc/experiments/raw_training_results/valid_reg.csv
misc/experiments/survival_analysis_demo.Rmd
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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
misc/old_tests_03_02_2023/testthat/test-check_data.R misc/old_tests_03_02_2023/testthat/test-custom_preprocessing.R misc/old_tests_03_02_2023/testthat/test-explain.R misc/old_tests_03_02_2023/testthat/test-guess_type.R misc/old_tests_03_02_2023/testthat/test-predict_models.R misc/old_tests_03_02_2023/testthat/test-predict_models_all.R misc/old_tests_03_02_2023/testthat/test-predict_new.R misc/old_tests_03_02_2023/testthat/test-prepare_data.R misc/old_tests_03_02_2023/testthat/test-preprocessing.R misc/old_tests_03_02_2023/testthat/test-preprocessing_feature_selection.R misc/old_tests_03_02_2023/testthat/test-preprocessing_imputation.R misc/old_tests_03_02_2023/testthat/test-preprocessing_removal.R misc/old_tests_03_02_2023/testthat/test-save.R misc/old_tests_03_02_2023/testthat/test-train_models.R misc/old_tests_03_02_2023/testthat/test-train_models_bayesopt.R misc/old_tests_03_02_2023/testthat/test-train_test_balance.R
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
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tests/testthat/checkpoints/compas_models.RData
tests/testthat/checkpoints/compas_predictions.RData
tests/testthat/checkpoints/compas_prep.RData
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tests/testthat/checkpoints/testing_data_prepared_data.RData
tests/testthat/checkpoints/testing_data_train.RData
tests/testthat/checkpoints/tuning.RData
tests/testthat/test-01-custom-preprocessing-input.R tests/testthat/test-02-custom-preprocessing-removal.R tests/testthat/test-03-custom-preprocessing-imputation.R tests/testthat/test-04-custom-preprocessing-feature-selection.R tests/testthat/test-05-custom-preprocessing-full.R tests/testthat/test-06-train-input.R tests/testthat/test-07-train-preprocessing.R tests/testthat/test-08-train-split-and-prepare-data.R tests/testthat/test-09-train-all-models.R tests/testthat/test-10-train-predictions.R tests/testthat/test-11-train-score-models.R tests/testthat/test-12-train-full.R tests/testthat/test-13-check-data.R tests/testthat/test-14-plot.R tests/testthat/test-15-explain.R tests/testthat/test-16-report.R tests/testthat/test-17-predict-new.R tests/testthat/test-18-select-models.R vignettes/Knowledge_check.Rmd
ModelOriented/forester documentation built on June 6, 2024, 7:29 a.m.