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Source code and resources for my MSc Statistics thesis on Propensity Score Matching (PSM)

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propensity-score-matching-thesis

Source code and resources for my MSc Statistics thesis on matching methods for use with observational studies.

Matching is a field within causal inference which attempts to reduce the effects of selection bias on parameter estimates; for example, estimates of the Average Treatment Effect (ATE).

Repository Overview

  • paper contains the LaTeX source (and .bib files) for my thesis;
  • matching is a python package I have developed for matching observational data;
  • experiments contains experiments conducted using matching; run the experiments via
python -m experiments
  • docs contains extensive documentation for the package matching

Development Information

  • Install rqeuirements via python -m pip install -r requirements.txt
  • Python package written in python 3.8.6
  • Docstrings follow numpydoc style, and makes exhaustive use of Python's gradual typing library

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Source code and resources for my MSc Statistics thesis on Propensity Score Matching (PSM)

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