Files in iai

Interface to 'Interpretable AI' Modules

NEWS.md README.md R/interface_class.R R/optimpute.R R/generic.R R/iaibase.R R/install.R R/iaitrees.R R/rewardestimation.R R/heuristics.R R/installJulia.R R/optimalfeatureselection.R R/optimaltrees.R R/interface.R R/utils.R tests/testthat.R tests/testthat/test_iaitrees.R tests/testthat/test_heuristics.R tests/testthat/test_optimaltrees.R tests/testthat/test_rewardestimation.R tests/testthat/helper.R tests/testthat/test_iaibase.R tests/testthat/test_optimalfeatureselection.R tests/testthat/test_optimpute.R man/roc_curve.classification_learner.Rd man/multi_questionnaire.grid_search.Rd man/get_num_fits.optimal_feature_selection_learner.Rd man/variable_importance.tree_learner.Rd man/plot.roc_curve.Rd man/get_survival_curve.Rd man/predict_proba.classification_multi_learner.Rd man/variable_importance.learner.Rd man/predict_proba.Rd man/write_dot.Rd man/write_svg.Rd man/score.supervised_multi_learner.Rd man/get_num_samples.Rd man/impute_cv.Rd man/predict.categorical_reward_estimator.Rd man/transform_and_expand.Rd man/get_grid_result_summary.Rd man/fit_and_expand.Rd man/convert_treatments_to_numeric.Rd man/get_classification_label.Rd man/refit_leaves.Rd man/set_params.Rd man/get_regression_weights.regression_tree_multi_learner.Rd man/predict.Rd man/acquire_license.Rd man/set_threshold.Rd man/apply.Rd man/get_classification_proba.classification_tree_learner.Rd man/score.supervised_learner.Rd man/get_grid_results.Rd man/is_hyperplane_split.Rd man/autoplot.roc_curve.Rd man/set_reward_kernel_bandwidth.Rd man/get_train_errors.Rd man/imputation_learner.Rd man/predict_outcomes.policy_learner.Rd man/fit.Rd man/variable_importance_similarity.Rd man/get_cluster_assignments.Rd man/get_split_categories.Rd man/get_features_used.Rd man/split_data.Rd man/multi_tree_plot.Rd man/single_knn_imputation_learner.Rd man/optimal_tree_survival_learner.Rd man/plot.similarity_comparison.Rd man/tree_plot.Rd man/is_ordinal_split.Rd man/read_json.Rd man/get_regression_constant.prescription_tree_learner.Rd man/get_num_fits.glmnetcv_learner.Rd man/get_roc_curve_data.Rd man/get_split_weights.Rd man/delete_rich_output_param.Rd man/predict_expected_survival_time.glmnetcv_survival_learner.Rd man/fit_predict.Rd man/autoplot.similarity_comparison.Rd man/clone.Rd man/roc_curve.glmnetcv_classifier.Rd man/get_regression_weights.classification_tree_multi_learner.Rd man/show_in_browser.Rd man/get_prediction_weights.optimal_feature_selection_learner.Rd man/predict_reward.numeric_reward_estimator.Rd man/get_num_nodes.Rd man/zero_imputation_learner.Rd man/optimal_tree_survivor.Rd man/predict_expected_survival_time.Rd man/copy_splits_and_refit_leaves.Rd man/load_graphviz.Rd man/get_grid_result_details.Rd man/mean_imputation_learner.Rd man/show_questionnaire.optimal_feature_selection_learner.Rd man/is_parallel_split.Rd man/optimal_tree_multi_regressor.Rd man/get_regression_weights.survival_tree_learner.Rd man/get_regression_constant.regression_tree_multi_learner.Rd man/write_html.Rd man/get_best_params.Rd man/set_display_label.Rd man/iai_setup.Rd man/predict_treatment_outcome.Rd man/get_classification_label.classification_tree_learner.Rd man/resume_from_checkpoint.Rd man/prune_trees.Rd man/predict.optimal_feature_selection_learner.Rd man/numeric_classification_reward_estimator.Rd man/get_regression_weights.prescription_tree_learner.Rd man/reset_display_label.Rd man/get_parent.Rd man/score.Rd man/predict_proba.classification_learner.Rd man/predict.survival_learner.Rd man/get_regression_constant.regression_tree_learner.Rd man/write_html.roc_curve.Rd man/fit_predict.numeric_reward_estimator.Rd man/predict_outcomes.prescription_learner.Rd man/multi_tree_plot.default.Rd man/fit.optimal_feature_selection_learner.Rd man/apply_nodes.Rd man/roc_curve.default.Rd man/similarity_comparison.Rd man/predict.glmnetcv_learner.Rd man/get_regression_constant.survival_tree_learner.Rd man/get_regression_constant.classification_tree_learner.Rd man/optimal_tree_classifier.Rd man/transform.Rd man/tune_reward_kernel_bandwidth.Rd man/random_forest_classifier.Rd man/fit.grid_search.Rd man/get_classification_proba.Rd man/predict_shap.Rd man/write_questionnaire.optimal_feature_selection_learner.Rd man/get_depth.Rd man/write_pdf.Rd man/get_prediction_weights.Rd man/multi_questionnaire.Rd man/score.optimal_feature_selection_learner.Rd man/add_julia_processes.Rd man/predict_hazard.glmnetcv_survival_learner.Rd man/fit_cv.Rd man/optimal_tree_policy_maximizer.Rd man/opt_knn_imputation_learner.Rd man/multi_questionnaire.default.Rd man/predict.supervised_multi_learner.Rd man/xgboost_survival_learner.Rd man/get_survival_expected_time.Rd man/optimal_tree_prescription_minimizer.Rd man/predict_expected_survival_time.survival_curve.Rd man/get_regression_weights.classification_tree_learner.Rd man/get_regression_weights.Rd man/variable_importance.optimal_feature_selection_learner.Rd man/opt_svm_imputation_learner.Rd man/write_questionnaire.tree_learner.Rd man/get_policy_treatment_outcome.Rd man/is_categoric_split.Rd man/predict_reward.Rd man/fit_predict.categorical_reward_estimator.Rd man/questionnaire.optimal_feature_selection_learner.Rd man/get_lower_child.Rd man/variable_importance.Rd man/get_split_threshold.Rd man/impute.Rd man/autoplot.grid_search.Rd man/categorical_survival_reward_estimator.Rd man/get_prediction_constant.glmnetcv_learner.Rd man/is_mixed_ordinal_split.Rd man/show_in_browser.abstract_visualization.Rd man/get_prediction_weights.glmnetcv_learner.Rd man/predict_hazard.survival_learner.Rd man/get_tree.Rd man/cleanup_installation.Rd man/release_license.Rd man/optimal_tree_regressor.Rd man/get_survival_hazard.Rd man/random_forest_survival_learner.Rd man/all_treatment_combinations.Rd man/install_julia.Rd man/set_julia_seed.Rd man/fit_transform_cv.Rd man/get_rich_output_params.Rd man/questionnaire.Rd man/get_classification_proba.classification_tree_multi_learner.Rd man/score.glmnetcv_learner.Rd man/random_forest_regressor.Rd man/roc_curve.Rd man/equal_propensity_estimator.Rd man/predict_treatment_rank.Rd man/optimal_tree_multi_classifier.Rd man/optimal_feature_selection_classifier.Rd man/score.numeric_reward_estimator.Rd man/glmnetcv_regressor.Rd man/rand_imputation_learner.Rd man/set_rich_output_param.Rd man/print_path.Rd man/optimal_tree_prescription_maximizer.Rd man/xgboost_classifier.Rd man/get_policy_treatment_rank.Rd man/write_html.tree_learner.Rd man/plot.stability_analysis.Rd man/get_prediction_constant.Rd man/get_upper_child.Rd man/numeric_reward_estimator.Rd man/plot.grid_search.Rd man/get_survival_curve_data.Rd man/write_booster.Rd man/opt_tree_imputation_learner.Rd man/get_prescription_treatment_rank.Rd man/missing_goes_lower.Rd man/categorical_classification_reward_estimator.Rd man/write_html.abstract_visualization.Rd man/show_questionnaire.Rd man/fit.learner.Rd man/categorical_reward_estimator.Rd man/xgboost_regressor.Rd man/predict_proba.glmnetcv_classifier.Rd man/numeric_survival_reward_estimator.Rd man/decision_path.Rd man/get_estimation_densities.Rd man/show_questionnaire.tree_learner.Rd man/predict.numeric_reward_estimator.Rd man/autoplot.stability_analysis.Rd man/get_machine_id.Rd man/fit.imputation_learner.Rd man/optimal_feature_selection_regressor.Rd man/score.categorical_reward_estimator.Rd man/is_mixed_parallel_split.Rd man/predict.supervised_learner.Rd man/numeric_regression_reward_estimator.Rd man/write_json.Rd man/questionnaire.tree_learner.Rd man/grid_search.Rd man/score.default.Rd man/optimal_tree_policy_minimizer.Rd man/write_questionnaire.Rd man/show_in_browser.roc_curve.Rd man/get_classification_label.classification_tree_multi_learner.Rd man/get_params.Rd man/predict_reward.categorical_reward_estimator.Rd man/get_regression_constant.classification_tree_multi_learner.Rd man/get_cluster_details.Rd man/install_system_image.Rd man/get_split_feature.Rd man/show_in_browser.tree_learner.Rd man/categorical_regression_reward_estimator.Rd man/get_stability_results.Rd man/as.mixeddata.Rd man/is_leaf.Rd man/get_regression_weights.regression_tree_learner.Rd man/multi_tree_plot.grid_search.Rd man/get_regression_constant.Rd man/glmnetcv_survival_learner.Rd man/glmnetcv_classifier.Rd man/stability_analysis.Rd man/predict_outcomes.Rd man/predict_expected_survival_time.survival_learner.Rd man/get_learner.Rd man/reward_estimator.Rd man/write_png.Rd man/get_policy_treatment_outcome_standard_error.Rd man/get_cluster_distances.Rd man/get_prediction_constant.optimal_feature_selection_learner.Rd man/roc_curve.classification_multi_learner.Rd man/predict_hazard.Rd man/get_num_fits.Rd man/predict_treatment_outcome_standard_error.Rd man/fit_transform.Rd