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

Abstract

We apply the holonomic gradient descent recently introduced in [10] to the maximum likelihood estimate (MLE) of the Fisher-Bingham distribution on the d-dimensional sphere. We derive a Pfaffian system (an integrable connection) and a series expansion associated to the normalizing constant. These enable us to solve some MLE problems up to dimension d=7d = 7 with accuracy.

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