Other packages > Find by keyword >

CRE  

Interpretable Discovery and Inference of Heterogeneous Treatment Effects
View on CRAN: Click here


Download and install CRE package within the R console
Install from CRAN:
install.packages("CRE")

Install from Github:
library("remotes")
install_github("cran/CRE")

Install by package version:
library("remotes")
install_version("CRE", "0.2.7")



Attach the package and use:
library("CRE")
Maintained by
Falco Joannes Bargagli Stoffi
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-10-18
Latest Update: 2024-10-19
Description:
Provides a new method for interpretable heterogeneous treatment effects characterization in terms of decision rules via an extensive exploration of heterogeneity patterns by an ensemble-of-trees approach, enforcing high stability in the discovery. It relies on a two-stage pseudo-outcome regression, and it is supported by theoretical convergence guarantees. Bargagli-Stoffi, F. J., Cadei, R., Lee, K., & Dominici, F. (2023) Causal rule ensemble: Interpretable Discovery and Inference of Heterogeneous Treatment Effects. arXiv preprint .
How to cite:
Falco Joannes Bargagli Stoffi (2022). CRE: Interpretable Discovery and Inference of Heterogeneous Treatment Effects. R package version 0.2.7, https://cran.r-project.org/web/packages/CRE. Accessed 04 Aug. 2026.
Previous versions and publish date:
0.1.0 (2022-10-18 08:35), 0.1.1 (2022-10-22 14:48), 0.2.0 (2023-01-19 21:20), 0.2.1 (2023-03-17 18:20), 0.2.2 (2023-04-17 16:50), 0.2.3 (2023-04-27 22:20), 0.2.4 (2023-06-15 01:12), 0.2.5 (2023-12-06 20:50), 0.2.6 (2024-04-21 23:12), (2026-07-09 08:00)
Other packages that cited CRE R package
View CRE citation profile
Other R packages that CRE depends, imports, suggests or enhances
Complete documentation for CRE
Functions, R codes and Examples using the CRE R package
Some associated functions: CRE-package . autoplot.cre . check_hyper_params . check_input_data . check_method_params . cre . discover_rules . estimate_cate . estimate_ite . estimate_ite_aipw . estimate_ite_bart . estimate_ite_bcf . estimate_ite_cf . estimate_ite_slearner . estimate_ite_tlearner . estimate_ite_tpoisson . estimate_ite_xlearner . estimate_ps . evaluate . extract_effect_modifiers . extract_rules . filter_correlated_rules . filter_extreme_rules . filter_irrelevant_rules . generate_cre_dataset . generate_rules . generate_rules_matrix . get_logger . honest_splitting . interpret_rules . plot.cre . print.cre . select_rules . set_logger . standardize_rules_matrix . summary.cre . 
Some associated R codes: CRE_package.R . check_hyper_params.R . check_input_data.R . check_method_params.R . cre.R . discover_rules.R . estimate_cate.R . estimate_ite.R . estimate_ite_aipw.R . estimate_ite_bart.R . estimate_ite_bcf.R . estimate_ite_cf.R . estimate_ite_slearner.R . estimate_ite_tlearner.R . estimate_ite_tpoisson.R . estimate_ite_xlearner.R . estimate_ps.R . evaluate.R . extract_effect_modifiers.R . extract_rules.R . filter_correlated_rules.R . filter_extreme_rules.R . filter_irrelevant_rules.R . generate_cre_dataset.R . generate_rules.R . generate_rules_matrix.R . honest_splitting.R . interpret_rules.R . logger_utils.R . plot.R . print.R . select_rules.R . utils.R . zzz.R .  Full CRE package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

epigraphdb  
Interface Package for the 'EpiGraphDB' Platform
The interface package to access data from the 'EpiGraphDB' platform. It p ...
Download / Learn more Package Citations See dependency  
Maintainer: Yi Liu (view profile)
GLMMadaptive  
Generalized Linear Mixed Models using Adaptive Gaussian Quadrature
Fits generalized linear mixed models for a single grouping factor under maximum likelihood approxim ...
Download / Learn more Package Citations See dependency  
ggconf  
Simpler Appearance Modification of "ggplot2"
A flexible interface for ggplot2theme potentially saving 50 of your typing. ...
Download / Learn more Package Citations See dependency  
rCMA  
R-to-Java Interface for 'CMA-ES'
Tool for providing access to the Java version 'CMAEvolutionStrategy' of Nikolaus Hansen. 'CMA-ES' i ...
Download / Learn more Package Citations See dependency  
sValues  
Measures of Sturdiness of Regression Coefficients
Implements the s-values proposed by Ed. Leamer. It provides a context-minimal approach for sensitivi ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  

28,083

R Packages

239,283

Dependencies

74,457

Author Associations

28,084

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA