Code for More power multiple testing under dependence via randomization

Setup

With python==3.10 installed, run pip install -r requirements.txt.

Reproducing figures

From the repo root directory, run:

EXP=<experiment name>; python src/main.py --processes <# of processors to use> --exp ${EXP} --out_dir results/${EXP} --result_dir figures/${EXP} --no_save_out

where <experiment name> can be replaced with

• gaussian_rho to reproduce results relating to e-BH and randomized variants of e-BH
• gaussian_p_rho to reproduce figures relating to BY, U-BY
• guo_rao to reproduce results where the BY procedure is sharp