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Nonparametric CLI Testing

Simulation studies of conditional local independence testing based on debiased machine learning. Reproduces the results reported in: https://arxiv.org/abs/2203.13559

Setup

The code utilizes the BoXHED estimator, specifically the version:

https://github.com/BoXHED/BoXHED2.0/tree/8233c4f803878d28c93951b2c0653b0fde26bf96

  1. Clone this repository and clone the above BoXHED repository into the main folder.
  2. Follow instructions on BoXHED setup
  3. Activate boxhed environment and run: python run_simulations.py

Options for simulation settings are --file_save_path --sample_sizes --repetitions --same_kernels --kernels --betas --alternatives --store_sample_paths

  1. Script for generating the plots will be available soon

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Simulation studies of conditional local independence testing with debiased machine learning.

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