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On the power of conditional independence testing under model-X

This repository contains code to reproduce the simulation study in the following paper:

Eugene Katsevich and Aaditya Ramdas. On the power of conditional independence testing under model-X. Electronic Journal of Statistics, 2022. Available on arXiv.

The simulation and plotting code is in simulation.R; auxiliary functions are in simulation_functions.R. The results underlying Figure 1 (in-sample.png) are contained in in_sample_results.RDS. The results underlying Figure 2 (out-of-sample.png) are contained in out_sample_results.RDS.

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