English

Bernstein von-Mises Theorem for g-prior and nonlocal prior

Statistics Theory 2024-01-29 v1 Statistics Theory

Abstract

The paper develops Bernstein von Mises Theorem under hierarchical gg -priors for linear regression models. The results are obtained both when the error variance is known, and also when it is unknown. An inverse gamma prior is attached to the error variance in the later case. The paper also demonstrates some connection between the total variation and α\alpha-divergence measures.

Keywords

Cite

@article{arxiv.2401.14584,
  title  = {Bernstein von-Mises Theorem for g-prior and nonlocal prior},
  author = {Xiao Fang and Malay Ghosh},
  journal= {arXiv preprint arXiv:2401.14584},
  year   = {2024}
}