There are 2 repositories under propensity-score-matching topic.
Predictive State Propensity Subclassification (PSPS): A causal deep learning algoritm in TensorFlow keras
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.
This repository commits to the application of biostatistics knowledge on clinical, randomized trials and observational studies.
Review of propensity score matching techniques, especially IPTW, Overlap Weights, and Doubly Robust Estimation
This repository is associated with propensity score analysis utilizing machine learning algorithms to examine the impact of health insurance on duration of hospital stay in the NYC SPARCS 2015 In-patient discharges dataset.
Code and supporting files used as part of the impact evaluation of the Detect, Protect and Perfect (DPP) project to reduce stroke incidence by improving care of atrial fibrillation.
Comprehensive reproduction of the paper "BNT162b2 mRNA Covid-19 Vaccine in a Nationwide Mass Vaccination Setting" by Noa Dagan, MD, et al., assisted by Professor Yair Goldberg. This statistical project explores vaccination's multifaceted impact on infection rates, employing synthetic data, advanced matching, and sophisticated statistical analysis.
Statistical Evaluation Methods
Do files employed in my research
Blazing fast propensity score matching
Blazing fast propensity score matching
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.
Emulated target trial analyzing workplace health assessments and cardiovascular risk in 2,091,421 Swedish workers
Examining the Causal Impact of Recreational Marijuana Legalization on Psychotic Disorder-Related Hospitalizations: Evidence from Logistic Regression and Propensity Score Matching
An educational Python-based introduction to causal inference techniques using machine learning.
GitHub Repo For City Manager Research: Published Paper Below