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HYPOTHESIS TESTING

hyppo: A Multivariate Hypothesis Testing Python Package

Panda S, Palaniappan S, Xiong J, Bridgeford EW, Mehta R, Shen C, Vogelstein JT.
arXiv · 2024
In one sentence — ai-generated summary

An open-source Python library that gathers modern multivariate hypothesis tests — independence, k-sample, time-series — under one consistent API.

DOI Code Documentation

Abstract

We introduce hyppo, a unified library for performing multivariate hypothesis testing, including independence, two-sample, and k-sample testing. While many multivariate independence tests have R packages available, the interfaces are inconsistent and most are not available in Python. hyppo includes many state of the art multivariate testing procedures. The package is easy-to-use and is flexible enough to enable future extensions. The documentation and all releases are available at https://hyppo.neurodata.io.

BibTeX 
@misc{panda2024hyppo,
  title = {hyppo: {{A Multivariate Hypothesis Testing Python Package}}},
  shorttitle = {hyppo},
  author = {Panda, Sambit and Palaniappan, Satish and Xiong, Junhao and Bridgeford, Eric W. and Mehta, Ronak and Shen, Cencheng and Vogelstein, Joshua T.},
  year = 2024,
  month = sep,
  number = {arXiv:1907.02088},
  eprint = {1907.02088},
  primaryclass = {stat},
  publisher = {arXiv},
  doi = {10.48550/arXiv.1907.02088},
  archiveprefix = {arXiv},
}