eclosure
eclosure provides Python bindings and research utilities for e-Closure based
multiple testing procedures. The package wraps a compiled C++ backend for the
core closed e-BH and closed BY routines and ships example datasets used in the
paper.
- Documentation: https://neilzxu.github.io/eclosure/
- Source: https://github.com/neilzxu/eclosure
- Paper: https://arxiv.org/abs/2509.02517
Installation
Install the core package from PyPI:
python -m pip install eclosure
Optional extras:
# experiment and real-data helpers
python -m pip install "eclosure[experiments]"
# plotting helpers used by the experiment code
python -m pip install "eclosure[plotting]"
Supported releases ship binary wheels for common CPython platforms. If you build from source, you will need a working C++17 toolchain.
Quick start
import eclosure
eclosure.closedeBH([1.0, 100.0], alpha=0.05)
eclosure.closedBY([0.01, 0.5], alpha=0.05)
The top-level API focuses on the stable testing procedures. The experiments workflow is available through the packaged module:
python -m eclosure.experiments --mode real --alpha 0.1 --out-dir figures
Learn more
The full package documentation includes:
- API reference for
closedBY,closedeBH, and packaged data helpers - Script documentation for
python -m eclosure.experiments - Testing guidance for unit, real-data, and timing suites
- Notes on repository-only exploratory scripts that are not part of the package
See https://neilzxu.github.io/eclosure/ for the full docs.
Citation
@article{xu2025bringing,
title={Bringing Closure to False Discovery Rate Control: A General Principle for Multiple Testing},
author={Xu, Ziyu and Solari, Aldo and Fischer, Lasse and de Heide, Rianne and Ramdas, Aaditya and Goeman, Jelle},
journal={arXiv preprint arXiv:2509.02517},
year={2025}
}
Metadata
Release files for eclosure 0.1.1
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Source distribution (sdist)
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|---|---|---|---|---|
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Built distributions (wheels)
Total release size: 12.1 MB
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