propensity-score

There are 1 repository under propensity-score topic.

causallift
Minyus / causallift
CausalLift: Python package for causality-based Uplift Modeling in real-world business
causal-impact causal-inference causality counterfactual econometrics propensity-score propensity-scores uplift uplift-modeling
Language:Python 338
nhejazi / haldensify
:package: R/haldensify: Highly Adaptive Lasso Conditional Density Estimation
machine-learning density-estimation nonparametric-regression highly-adaptive-lasso propensity-score conditional-density-estimates causal-inference inverse-probability-weights
Language:R 16
jbryer / PSAboot
Bootstrapping for Propensity Score Analysis
propensity-score r r-package
Language:R 12
ehsanx / TMLEworkshop
Targeted maximum likelihood estimation (TMLE) enables the integration of machine learning approaches in comparative effectiveness studies. It is a doubly robust method, making use of both the outcome model and propensity score model to generate an unbiased estimate as long as at least one of the models is correctly specified.
tmle machine-learning double robust r workshop-materials g-computation propensity-score comparative-effectiveness ipw inverse-probability-weights code reproducible reproducible-research implementation steps epidemiology statistical-inference medicine conference-workshop
Language:HTML 8
ccubc / PSmatching
do the green drivers also drive longer? --- causal identification using the propensity score approach
propensity-score energy-efficient-vehicles causal-inference matching
6
ThorstenDoherr / ultimatch
counterfactual matching
stata mahalanobis euclidean percentile-rank radius nearest-neighbor coarsened-exact propensity-score counterfactual matching
Language:Stata 5
kaz-yos / multinomial-ps-trimming
Multinomial Propensity Score Trimming (Am J Epidemiol 2018)
epidemiology propensity-score statistics
Language:R 4
ehsanx / SARGC-TIMethods
TI Methods Speaker Series in collaboration with the Student and Recent Graduate Committee (SARGC) of the Statistical Society of Canada.
observational data analysis propensity-score propensity-scores r methods statistics webinar
Language:HTML 3
jbryer / PSAgraphics
Propensity Score Analysis Graphics
propensity-score r r-package rstats
Language:R 3
raos-projects / causal-inference-workshop-2024
Lecture slides, video recordings, and coding exercises from the 2024 Northwestern University Causal Inference Workshop. This repository is not affiliated with Northwestern University or the workshop.
causal-inference causal-inference-book causality difference-in-differences econometrics instrumental-variable instrumental-variable-analysis instrumental-variables machine-learning matching propensity-score propensity-score-matching propensity-scores regression regression-discontinuity regression-discontinuity-designs
Language:Stata 2
databricks-industry-solutions / psm
How to use the Machine Learning Runtime and MLflow on top of a health Delta Lake to predict patient disease
hls propensity-score databricks-industry-solutions
Language:Python 1
giogioshvili / CausalEffectsUsingPropensityScoreMatching
Comparison of treatment effect in Randomized Control Trial (RCT) and Propensity Score Matching methods, conducted on Large-Scale Dataset by 'Criteo'.
randomized-controlled-trials propensity-score matching treatment-effects
Language:R 1
Koukyosyumei / ML_from_Scratch
implement machine learning models from scratch
machine-learning decision-tree random-forest causal-inference propensity-score irt item-response-theory stan golang variational-bayes matrix-decomposition lda latent-dirichlet-allocation
Language:Python 1
ygeunkim / propensityml
R package for propensity score weighting using machine learning methods
causal-inference propensity-score r datatable statistical-simulation
Language:R 1
AlbertoCalore / MARMoT
This R package contains a function to apply MARMoT balancing technique, a function for computing the Deloof's approximation of the average rank (and also a parallelized version) and a function to compute the Absolute Standardized Bias.
poset propensity-score propensity-scores template-matching asb average-rank
Language:R 0
diloloan72 / Voting-in-Argentina
Replication of the paper "Voting Made Safe and Easy: The impact of e-voting on Citizen Perceptions," by Alvarez et. al and its extension using genetic matching.
r genetic-matching propensity-score jupyter-notebook
Language:Jupyter Notebook 0
heli0001 / ps_pstra_outcome
These are R implementations under lasso related priors for clustering structure with propensity score, principal stratification and outcomes in Bayesian inference
lasso clustering bayesian-inference propensity-score principal-stratification
Language:R 0
KwonNayeon / urban-parks-childrens-happiness
A thesis project exploring the causal impact of urban parks on children's happiness, with data, results, and code.
causal-inference r social-science statistical-analysis public-health data-analysis urban-studies environmental-psychology latex thesis-project matching propensity-score weighting
Language:R 0
ravichoudharyds / Causal_Inference
Causal Inference - Does Critic Ratings affect Movie's Revenue
causal-inference propensity-score statistics statsmodels machine-learning machine-learning-algorithms movies metacritic scraper
Language:Jupyter Notebook 0
RayDebashree / POM-PS
POM-PS tests for genetic associations of secondary traits from case-control GWAS.
cross-phenotype secondary-traits multiple-traits propensity-score proportional-odds-regression gwas case-control genome-analysis statistical-genetics genetic-epidemiology pomps statistical-tests
Language:R 0
shelby-tisdale / nhanes
Code and presentation for project utilizing causal inference to determine the impacts of high physical activity on mortality using data from the National Health and Nutrition Examination Survey (NHANES). Results of hackathon at University of Minnesota Equitable Data Science in Adolescent Development REU.
causal-inference propensity-score propensity-score-matching r statistics
Language:HTML 0
smn74 / CIM_COVID-19
R code for the analyses conducted in Friedrich, S & Friede, T (2020). Causal inference methods for small non-randomized studies: Methods and an application in COVID-19. Submitted to Contemporary Clinical Trials.
propensity-score causal-inference g-computation covid-19
Language:R 0
syedmfuad / causal_ml
Comparing effectiveness of the most common causal machine learning methods across various treatment effect, model complexities, data dimensions and sample sizes.
causal-forest causal-inference causal-machine-learning causal-models double-machine-learning machine-learning machine-learning-algorithms propensity-score
Language:R 0
the-Zian / ihdp_pscore_analysis
Propensity score assignment
propensity-score causal-inference statistical-inference linear-regression
Language:R 0
bgonzalezbustamante / quant-methods-elites
Quantitative Methods for Studying Elites: Demonstration for R
cabinets cox-regression deputy glm political-science propensity-score senators survival-analysis
Language:R
ehsanx / PS-survey
Propensity scores in complex surveys
assumptions balance matching observational-data observational-study propensity-score propensity-scores reporting survey-data-analysis weighting complex-survey
Language:JavaScript
eriliawu / mdg-spending
my master's thesis project that studies the impact of UN MDG on US nonprofit industry spending
stata nonprofit diff-in-diff propensity-score millennium-development-goals sustainable-development-goals
Language:Stata
ygeunkim / psweighting-ml
Causal inference project
causal-inference propensity-score r-markdown
Language:R

propensity-score

Minyus / causallift

nhejazi / haldensify

jbryer / PSAboot

ehsanx / TMLEworkshop

ccubc / PSmatching

ThorstenDoherr / ultimatch

kaz-yos / multinomial-ps-trimming

ehsanx / SARGC-TIMethods

jbryer / PSAgraphics

raos-projects / causal-inference-workshop-2024

databricks-industry-solutions / psm

giogioshvili / CausalEffectsUsingPropensityScoreMatching

Koukyosyumei / ML_from_Scratch

ygeunkim / propensityml

AlbertoCalore / MARMoT

diloloan72 / Voting-in-Argentina

heli0001 / ps_pstra_outcome

KwonNayeon / urban-parks-childrens-happiness

ravichoudharyds / Causal_Inference

RayDebashree / POM-PS

shelby-tisdale / nhanes

smn74 / CIM_COVID-19

syedmfuad / causal_ml

the-Zian / ihdp_pscore_analysis

bgonzalezbustamante / quant-methods-elites

ehsanx / PS-survey

eriliawu / mdg-spending

ygeunkim / psweighting-ml