saberpowers / causalLearningLinks
Methods for heterogeneous treatment effect estimation
β24Updated 3 years ago
Alternatives and similar repositories for causalLearning
Users that are interested in causalLearning are comparing it to the libraries listed below
Sorting:
- R package for doubly robust estimates of causal effects in high-dimensions using flexible Bayesian methodsβ26Updated 9 months ago
- π― Targeted Learning in R: A Causal Data Science Handbookβ60Updated 10 months ago
- R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effectsβ¦β30Updated 6 months ago
- Causal Inference using Bayesian Additive Regression Treesβ81Updated last month
- β34Updated 3 years ago
- Longitudinal Targeted Maximum Likelihood Estimation packageβ25Updated 2 years ago
- β42Updated 4 years ago
- A random-forest-based approach for imputing clustered incomplete dataβ35Updated 8 years ago
- Discrete Bayesian Additive Regression Trees Samplerβ59Updated 4 months ago
- Variable importance through targeted causal inference, with Alan Hubbardβ57Updated 2 weeks ago
- Define Stan models using glmer-style (lme4) formulasβ55Updated 11 years ago
- β16Updated last year
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017β18Updated 5 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applicationsβ70Updated last year
- π―π Generalized Targeted Learning Frameworkβ41Updated 2 months ago
- Heterogeneous effects analysis of conjoint experiments using BARTβ10Updated last year
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Dataβ41Updated last year
- Introduction to the mosts common estimators and computation in causal inference for epidemiologists: A tutorialβ39Updated 4 years ago
- Uses Stan sampler and math library to semiparametrically fit linear and multilevel models with additive Bayesian Additive Regression Treeβ¦β43Updated 11 months ago
- R Implementation of FLAME, DAME, and other algorithms in the AME frameworkβ15Updated 2 years ago
- Processing data from the Early Childhood Longitudinal Study (ECLS)β32Updated last year
- π¦ Your One Stop to Targeted Learning in R with the tlverseβ33Updated 3 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis testsβ20Updated 2 years ago
- β37Updated 4 years ago
- Piece-wise exponential Additive Mixed Modeling toolsβ49Updated last week
- An R-Java Bayesian Additive Regression Trees implementationβ62Updated last year
- β22Updated 3 years ago
- Targeted Learning for Survival Analysisβ23Updated last year
- A package for Bayesian causal inference with time-series cross-sectional dataβ26Updated last year
- Translating ML into Bayes, one line at a timeβ81Updated 2 years ago