Man pages for CRE
Interpretable Discovery and Inference of Heterogeneous Treatment Effects
| autoplot.cre | A helper function for cre object |
| check_hyper_params | Check input parameters |
| check_input_data | Check input data |
| check_method_params | Check method-related parameters |
| cre | Causal rule ensemble |
| CRE-package | The CRE package |
| discover_rules | Discover rules |
| estimate_cate | Estimate the Conditional Average Treatment Effect |
| estimate_ite | Estimate the Individual Treatment Effect (ITE) |
| estimate_ite_aipw | Estimate the Individual Treatment Effect (ITE) using... |
| estimate_ite_bart | Estimate the Individual Treatment Effect (ITE) using Bayesian... |
| estimate_ite_cf | Estimate the Individual Treatment Effect (ITE) using Causal... |
| estimate_ite_slearner | Estimate the Individual Treatment Effect (ITE) using... |
| estimate_ite_tlearner | Estimate the Individual Treatment Effect (ITE) using... |
| estimate_ite_tpoisson | Estimate the Individual Treatment Effect (ITE) using... |
| estimate_ite_xlearner | Estimate the Individual Treatment Effect (ITE) using... |
| estimate_ps | Estimate the propensity score |
| evaluate | Discovery (performance) evaluation |
| extract_effect_modifiers | Extract effect modifiers |
| extract_rules | Extract (causal) decision rules |
| filter_correlated_rules | Filter correlated rules |
| filter_extreme_rules | Filter extreme decision rules |
| filter_irrelevant_rules | Filter irrelevant decision rules using leave-one-out pruning |
| generate_cre_dataset | Generate CRE synthetic data |
| generate_rules | Generate rules |
| generate_rules_matrix | Generate rules matrix |
| get_logger | Get Logger settings |
| honest_splitting | Honest splitting |
| interpret_rules | Interpret rules |
| plot.cre | Extend generic plot functions for cre class |
| predict.cre | Predict individual treatment effect via causal rule ensemble |
| print.cre | Extend print function for the CRE object |
| select_rules | Select rules |
| set_logger | Set Logger settings |
| standardize_rules_matrix | Standardize Rules Matrix |
| summary.cre | Print summary of CRE object |
