harmonic 1.2.2

Documentation

Comprehensive documentation for harmonic is available.

Attribution

Please cite McEwen et al. (2021) if this code package has been of use in your project.

A BibTeX entry for the paper is:

@article{harmonic,
   author = {Jason~D.~McEwen and Christopher~G.~R.~Wallis and Matthew~A.~Price and Matthew~M.~Docherty},
    title = {Machine learning assisted {B}ayesian model comparison: learnt harmonic mean estimator},
  journal = {ArXiv},
   eprint = {arXiv:2111.12720},
     year = 2021
}

Please also cite Spurio Mancini et al. (2022) if this code has been of use in a simulation-based inference project.

A BibTeX entry for the paper is:

@article{spurio-mancini:harmonic_sbi,
   author   = {A.~Spurio Mancini and M.~M.~Docherty and M.~A.~Price and J.~D.~McEwen},
   doi      = {10.1093/rasti/rzad051},
   eprint   = {arXiv:2207.04037},
   journal  = {{RASTI}, in press},
   title    = {{B}ayesian model comparison for simulation-based inference},
   year     = {2023}
}

@inproceedings{polanska:harmonic_nfs_maxent,
   author    = {A.~Polanska and M.~A.~Price and A.~Spurio Mancini and J.~D.~McEwen},
   booktitle = {International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering},
   eprint    = {arXiv:2307.00048},
   title     = {Learned harmonic mean estimation of the marginal likelihood with normalizing flows},
   year      = {2023}
}

License

harmonic is released under the GPL-3 license (see LICENSE.txt), subject to the non-commercial use condition (see LICENSE_EXT.txt)

harmonic
Copyright (C) 2021 Jason D. McEwen, Christopher G. R. Wallis,
Matthew A. Price, Matthew M. Docherty, Alessio Spurio Mancini,
Alicja Polanska & contributors

This program is released under the GPL-3 license (see LICENSE.txt),
subject to a non-commercial use condition (see LICENSE_EXT.txt).

This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.