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Holonomic Gradient Descent for the Fisher-Bingham Distribution on the nnn-dimensional Sphere

16 January 2012
Tamio Koyama
Hiromasa Nakayama
Kenta Nishiyama
N. Takayama
ArXiv (abs)PDFHTML
Abstract

We apply the holonomic gradient descent recently introduced in [7] to the maximal likelihood estimate (MLE) with respect to the Fisher-Bingham distribution on the nnn-dimensional sphere. We derive an integrable connection (a Pfaffian system) and a series expansion associated to the normalization constant. These enable us to solve some MLE problems up to n=7n=7n=7.

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