chiukenny / Tests-for-Distributional-Symmetry

Non-parametric hypothesis tests for identifying distributional group symmetries from data

Home Page:https://arxiv.org/abs/2307.15834

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Hypothesis Tests for Distributional Symmetry

This repository contains the code used to generate the experiment results in Non-parametric Hypothesis Tests for Distributional Group Symmetry.

  • To reproduce the experiment results, execute the command julia --threads 1 run_experiments.jl.
  • To generate the plots in the manuscript, execute the command julia make_plots.jl.

See the headers of run_experiments.jl and make_plots.jl for additional execution and configuration options.


Organization

This GitHub repo is organized as follows:

  • /data/: raw datasets and data cleaning scripts
  • /experiments/: self-contained experiment scripts that can be run in parallel
  • /outputs/: experiment outputs and plots
  • /src/: implementations of tests, experiment engine, and general functions

About

Non-parametric hypothesis tests for identifying distributional group symmetries from data

https://arxiv.org/abs/2307.15834

License:MIT License


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Language:Julia 100.0%