guhjy Goto Github PK

caretensemble

Ensemble

carpenter

Easily make descriptive statistics tables

cates

Machine Learning Estimation of Heterogeneous Causal Effects

causal

Causal Inference stuff

causal-1

Causal Inference using R. Examples are from the book Causal Inference (Chapman & Hall/CRC, 2012) by Miguel Hernán and Jamie Robins. Complete contributor/reviewer list is updated in http://www.hsph.harvard.edu/faculty/miguel-hernan/causal-inference-book/

causal-decomposition-analysis

causal-inference-code

causal-inference-in-epidemiology

Causal Inference in Epidemiology

causal-inference-tutorial

Repository with code and slides for a tutorial on causal inference.

causal-network-effects

Causal inference with interference (embedded on a graph).

causal_inference

causal_inference_python_code

Python code for part 2 of the book Causal Inference, by Miguel Hernán and James Robbins

causaldml

Implementation of Double Machine Learning

causalforest

Causal trees and forests for estimating heterogeneous treatment effects

causalgraphs

R code for causal graph animations

causalimpact

An R package for causal inference in time series

causality

Tools for causal analysis

causality-1

Discover the Underlying Causal Structure of Data

causallearning

Methods for heterogeneous treatment effect estimation

causalmediation

Implementation of Causal Mediation Analysis as published by Valeri and VanderWeele (2013, doi: 10.1037/a0031034)

causalmgm

causalMGM is an R package that allow users to learn undirected and directed (causal) graphs over mixed data types (i.e., continuous and discrete variables).

causalmissingvalues

Causal discovery from mixed data with missing values.

causalmodeling

causalmst

Causal Model Selection Hypothesis Tests

causalsandwich

Simple implementation for estimating causal effects with M-estimation and sandwich variance estimators

causaltoolbox

causaltrail

CausalTrail - a tool for performing causal reasoning using the do-calculus

causaltree

Working repository for Causal Tree and extensions

causalxtreme

An R package for causal discovery in heavy-tailed models

causamed

Implementation of Tyler Vanderweele's methods for mediation