Files in shapr

Prediction Explanation with Dependence-Aware Shapley Values

NEWS.md README.md R/RcppExports.R R/model_ranger.R R/approach_timeseries.R R/shapley_setup.R R/approach.R R/model_lm.R R/approach_independence.R R/approach_gaussian.R R/print.R R/approach_vaeac_torch_modules.R R/compute_estimates.R R/approach_regression_surrogate.R R/approach_categorical.R R/get_feature_specs.R R/approach_empirical.R R/model_xgboost.R R/model.R R/testthat-helpers.R R/approach_copula.R R/save_results.R R/print_iter.R R/model_glm.R R/plot.R R/shapr-package.R R/explain_forecast.R R/get_predict_model.R R/model_mgcv_gam.R R/approach_vaeac.R R/model_arima.R R/prepare_next_iteration.R R/compute_vS.R R/approach_ctree.R R/approach_regression_separate.R R/asymmetric_and_casual_Shapley.R R/zzz.R R/cli.R R/setup.R R/model_ar.R R/documentation.R R/model_workflow.R R/finalize_explanation.R R/check_convergence.R R/explain.R R/utils.R R/timing.R inst/doc/vaeac.Rmd inst/doc/regression.Rmd inst/doc/asymmetric_causal.Rmd inst/doc/general_usage.Rmd tests/testthat.R tests/testthat/test-plot.R tests/testthat/test-regular-output.R tests/testthat/test-forecast-output.R tests/testthat/test-regression-setup.R tests/testthat/test-iterative-setup.R tests/testthat/test-iterative-output.R tests/testthat/test-asymmetric-causal-output.R tests/testthat/test-regular-setup.R tests/testthat/helper-ar-arima.R tests/testthat/helper-lm.R tests/testthat/helper-ts.R tests/testthat/test-forecast-setup.R tests/testthat/test-asymmetric-causal-setup.R tests/testthat/test-regression-output.R vignettes/vaeac.Rmd vignettes/regression.Rmd vignettes/asymmetric_causal.Rmd vignettes/general_usage.Rmd man/weight_matrix_cpp.Rd man/prepare_data_copula_cpp.Rd man/plot_MSEv_eval_crit.Rd man/gauss_cat_sampler_random.Rd man/setup.Rd man/sample_coalitions_cpp_str_paired.Rd man/compute_time.Rd man/specified_masks_mask_generator.Rd man/vaeac_get_n_decimals.Rd man/gauss_cat_sampler_most_likely.Rd man/cli_startup.Rd man/vaeac_check_save_names.Rd man/explain.Rd man/create_marginal_data_training.Rd man/vaeac_get_optimizer.Rd man/print_iter.Rd man/regression.cv_message.Rd man/memory_layer.Rd man/get_cov_mat.Rd man/get_valid_causal_coalitions.Rd man/sample_combinations.Rd man/reg_forecast_setup.Rd man/append_vS_list.Rd man/regression.get_tune.Rd man/get_predict_model.Rd man/regression.get_y_hat.Rd man/observation_impute.Rd man/vaeac_check_positive_integers.Rd man/compute_vS.Rd man/vaeac_update_para_locations.Rd man/categorical_to_one_hot_layer.Rd man/get_supported_approaches.Rd man/prepare_data_single_coalition.Rd man/process_factor_data.Rd man/default_doc_export.Rd man/coalition_matrix_cpp.Rd man/vaeac_get_val_iwae.Rd man/regression.check_sur_n_comb.Rd man/prepare_data.Rd man/plot_SV_several_approaches.Rd man/vaeac_check_which_vaeac_model.Rd man/vaeac_train_model.Rd man/vaeac_extend_batch.Rd man/print.shapr.Rd man/vaeac_check_positive_numerics.Rd man/correction_matrix_cpp.Rd man/check_verbose.Rd man/vaeac_preprocess_data.Rd man/explain_forecast.Rd man/test_predict_model.Rd man/lag_data.Rd man/paired_sampler.Rd man/rss_cpp.Rd man/gaussian_transform_separate.Rd man/hat_matrix_cpp.Rd man/gaussian_transform.Rd man/vaeac_update_pretrained_model.Rd man/vaeac_check_probabilities.Rd man/get_data_specs.Rd man/regression.train_model.Rd man/check_categorical_valid_MCsamp.Rd man/convert_feature_name_to_idx.Rd man/create_marginal_data_cat.Rd man/vaeac_train_model_continue.Rd man/get_extra_parameters.Rd man/vaeac_check_parameters.Rd man/vaeac_check_save_parameters.Rd man/shapr-package.Rd man/gauss_cat_parameters.Rd man/prepare_data_gaussian_cpp_caus.Rd man/mahalanobis_distance_cpp.Rd man/vaeac_check_extra_named_list.Rd man/prepare_next_iteration.Rd man/get_feature_specs.Rd man/get_supported_models.Rd man/vaeac_impute_missing_entries.Rd man/check_convergence.Rd man/vaeac_postprocess_data.Rd man/cli_iter.Rd man/compute_MSEv_eval_crit.Rd man/save_results.Rd man/model_checker.Rd man/get_data_forecast.Rd man/vaeac_get_extra_para_default.Rd man/vaeac_kl_normal_normal.Rd man/get_mu_vec.Rd man/compute_shapley.Rd man/vaeac_save_state.Rd man/vaeac_check_activation_func.Rd man/get_output_args_default.Rd man/aicc_full_cpp.Rd man/specified_prob_mask_generator.Rd man/get_extra_comp_args_default.Rd man/vaeac_check_mask_gen.Rd man/additional_regression_setup.Rd man/vaeac_check_epoch_values.Rd man/quantile_type7_cpp.Rd man/release_questions.Rd man/create_ctree.Rd man/aicc_full_single_cpp.Rd man/vaeac_get_full_state_list.Rd man/regression.check_parameters.Rd man/plot.shapr.Rd man/get_iterative_args_default.Rd man/predict_model.Rd man/mcar_mask_generator.Rd man/prepare_data_causal.Rd man/create_marginal_data_gaussian.Rd man/skip_connection.Rd man/plot_vaeac_eval_crit.Rd man/vaeac_normal_parse_params.Rd man/finalize_explanation.Rd man/vaeac_get_model_from_checkp.Rd man/exact_coalition_table.Rd man/setup_approach.Rd man/regression.check_namespaces.Rd man/weight_matrix.Rd man/vaeac_check_x_colnames.Rd man/regression.surrogate_aug_data.Rd man/compute_estimates.Rd man/regression.check_vfold_cv_para.Rd man/vaeac_compute_normalization.Rd man/vaeac_dataset.Rd man/get_model_specs.Rd man/sample_ctree.Rd man/vaeac_categorical_parse_params.Rd man/default_doc_internal.Rd man/vaeac_get_save_file_names.Rd man/vaeac_get_data_objects.Rd man/get_max_n_coalitions_causal.Rd man/sample_coalition_table.Rd man/cli_compute_vS.Rd man/observation_impute_cpp.Rd man/shapley_weights.Rd man/plot_vaeac_imputed_ggpairs.Rd man/vaeac_normalize_data.Rd man/vaeac_check_cuda.Rd man/gauss_cat_loss.Rd man/group_forecast_setup.Rd man/check_groups.Rd man/get_S_causal_steps.Rd man/vaeac_train_model_auxiliary.Rd man/create_coalition_table.Rd man/regression.check_recipe_func.Rd man/vaeac_check_masking_ratio.Rd man/vaeac_get_evaluation_criteria.Rd man/vaeac_get_x_explain_extended.Rd man/inv_gaussian_transform_cpp.Rd man/vaeac_check_logicals.Rd man/testing_cleanup.Rd man/vaeac_print_train_summary.Rd man/vaeac_get_current_save_state.Rd man/prepare_data_copula_cpp_caus.Rd man/prepare_data_gaussian_cpp.Rd man/vaeac.Rd man/vaeac_get_mask_generator_name.Rd man/regression.get_string_to_R.Rd man/shapley_setup.Rd