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PreprintCC BY 4.0arXiv

Uniform efficiency of the Ulrich-Wood sampler for the von Mises-Fisher distribution

Abstract

The standard approach to stochastic simulation from the von Mises-Fisher distribution is a rejection sampler proposed by Ulrich and Wood. This note provides a theoretical justification of its efficiency, lower-bounding its acceptance probability uniformly over the dimension and concentration parameter. A novel interpretation of the proposal is given which provides some intuition for this efficiency.

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BibTeX
@misc{power2026uniform,
  title = {{Uniform efficiency of the Ulrich-Wood sampler for the von Mises-Fisher distribution}},
  author = {Sam Power},
  howpublished = {arXiv},
  year = {2026},
  month = sep,
  doi = {10.48550/arxiv.2609.27884},
  eprint = {2609.27884},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2609.27884},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - Uniform efficiency of the Ulrich-Wood sampler for the von Mises-Fisher distribution
AU  - Sam Power
PY  - 2026
DA  - 2026/09/01
PB  - arXiv
DO  - 10.48550/arxiv.2609.27884
UR  - https://arxiv.org/abs/2609.27884
AB  - The standard approach to stochastic simulation from the von Mises-Fisher distribution is a rejection sampler proposed by Ulrich and Wood. This note provides a theoretical justification of its efficiency, lower-bounding its acceptance probability uniformly over the dimension and concentration parameter. A novel interpretation of the proposal is given which provides some intuition for this efficiency.
ER  -