Calculating the normalising constant of the Bingham distribution on the sphere using the holonomic gradient method

Tomonari Sei, Alfred Kume

研究成果: Article

12 引用 (Scopus)

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In this paper we implement the holonomic gradient method to exactly compute the normalising constant of Bingham distributions. This idea is originally applied for general Fisher–Bingham distributions in Nakayama et al. (Adv. Appl. Math. 47:639–658, 2011). In this paper we explicitly apply this algorithm to show the exact calculation of the normalising constant; derive explicitly the Pfaffian system for this parametric case; implement the general approach for the maximum likelihood solution search and finally adjust the method for degenerate cases, namely when the parameter values have multiplicities.

元の言語English
ページ(範囲)321-332
ページ数12
ジャーナルStatistics and Computing
25
発行部数2
DOI
出版物ステータスPublished - 2013 1 1

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Statistics and Probability
  • Statistics, Probability and Uncertainty
  • Computational Theory and Mathematics

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