Topic: causal-inference

pgmpy / pgmpy

977

Python Library for Probabilistic Graphical Models

python probabilistic-graphical-models bayesian-networks causal-inference

Python Updated Feb 15, 2019

Microsoft / dowhy

738

DoWhy is a Python library that makes it easy to estimate causal effects. DoWhy is based on a unified language for cau…

causal-inference python3 graphical-models causality bayesian-network

Python Updated Feb 22, 2019

plasma-umass / coz

365

Coz: Causal Profiling

profiler optimization causal-inference performance-analysis performance-engineering

C++ Updated Nov 21, 2018

grf-labs / grf

235

Generalized Random Forests

causal-inference random-forest

C++ Updated Feb 20, 2019 9 issues need help

malcolmbarrett / ggdag

146

↙️

↘️ An R package for working with causal directed acyclic graphs (DAGs)

r rstats causal-inference ggplot-extension dag

R Updated Aug 25, 2018

criteo-research / CausE

122

Code for the Recsys 2018 paper entitled Causal Embeddings for Recommandation.

tensorflow embeddings causal-inference causality

Python Updated Oct 24, 2018

jhartford / DeepIV

55

Implementation of Deep IV: A Flexible Approach for Counterfactual Prediction

deep-learning causal-inference instrumental-variable

Python Updated Nov 20, 2017

Diviyan-Kalainathan / CausalDiscoveryToolbox

48

Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependenc…

causal-inference graph causality

Python Updated Nov 21, 2018

dafiti / causalimpact

37

Python Causal Impact port of Google's Algorithm.

causal-impact python causal-inference

Python Updated Feb 13, 2019

ck37 / varimpact

29

Variable importance through targeted causal inference, with Alan Hubbard

tmle variable-importance cv-tmle causal-inference observational-study targeted-learning

R Updated Feb 13, 2019

rguo12 / awesome-causality-algorithms

23

An index of algorithms for learning causality with data

causality causal-inference causality-analysis causality-algorithms unconfoundedness-assumption baselines awesome

Updated Feb 20, 2019

mschauer / CausalInference.jl

20

Causal inference, graphical models and structure learning with the PC algorithm.

causal-inference julia

Julia Updated Dec 9, 2018

soerenkuenzel / hte

18

random-forest causal-inference

R Updated Jun 11, 2018

ngreifer / cobalt

13

Covariate Balance Tables and Plots - An R package for assessing covariate balance

causal-inference experimental-design propensity-scores

R Updated Feb 12, 2019

ngreifer / WeightIt

10

R package for propensity score weighting

causal-inference propensity-scores inverse-probability-weights observational-study

R Updated Jan 14, 2019

richardkwo / InvariantCausal.jl

7

Causal Inference with Invariant Prediction

causal-inference causality graphical-models julia structural-equation-modeling sem intervention

Julia Updated Jun 23, 2018

taku-y / bmlingam

7

causal-inference

Python Updated Feb 16, 2017

bd2kccd / r-causal

7

R Wrapper for Tetrad Library

tetrad-library wrapper knowledge causal-inference bayesian-networks

Java Updated Oct 11, 2018

pzivich / Python-for-Epidemiologists

7

Tutorial in Python targeted at Epidemiologists. Will discuss the basics of analysis in Python 3.x

python tutorial epidemiology causal-inference

Jupyter Notebook Updated Feb 17, 2019

podTockom / tstmle

6

Estimation and Inference for Context-Specific Causal Average Treatment Effect and Optimal Individualized Treatment Ef…

time-series data-dependent causal-inference tmle optimal-treatment-design individualized-treatment-design machine-learning

R Updated Apr 9, 2018

benkeser / drtmle

6

Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests

tmle causal-inference ensemble-learning statistical-inference iptw

R Updated Jan 14, 2019

ericstrobl / RCIT

5

The Randomized Conditional Independence Test (RCIT) and the Randomized conditional Correlation Test (RCoT)

conditional-independence causal-inference

R Updated Dec 19, 2018

podTockom / medltmle

5

R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data

tmle mediation mediation-analysis longitudinal-data time-varying-confounding ipw-msm causal-inference

R Updated Nov 7, 2018

ainaimi / pgf

5

pgf: R implementation of the parametric g-formula

r causal-inference g-formula

R Updated Jan 11, 2019

ck37 / atlantic-causal-2017

5

Targeted Learning entry in the Atlantic Causal Inference Conference's 2017 competition

causal-inference targeted-learning atlantic-causal-inference satt tmle acic

R Updated Jul 16, 2017

wlattner / hete

5

Heterogeneous Treatment Effects

causal-inference experiments ab-testing statistics r

R Updated Jul 15, 2018

jucheng1992 / ctmle

5

Collaborative Targeted Maximum Likelihood Estimation

causal-inference tmle statistics machine-learning

R Updated Dec 6, 2017

aahrens1 / pdslasso

5

PDSLASSO: Stata module for post-selection and post-regularization OLS or IV estimation and inference

causal-inference model-selection instrumental-variable lasso stata variable-selection

Stata Updated Jul 27, 2018

tlverse / tmle3shift

5

🎯

🎲 Targeted Learning and Variable Importance for the Causal Effects of Stochastic Interventions

targeted-learning causal-inference machine-learning stochastic-interventions treatment-effects variable-importance marginal-structural-models

R Updated Oct 25, 2018 1 issue needs help

rguo12 / CIKM18-LCVA

4

Code for CIKM'18 paper, Linked Causal Variational Autoencoder for Inferring Paired Spillover Effects.

causal-inference variational-autoencoder variational-inference network-embedding treatment-effects

Python Updated Jan 18, 2019