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arxiv: 1304.7973 · v1 · pith:HWAI63GHnew · submitted 2013-04-30 · 📊 stat.CO

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

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keywords constantmethodnormalisingbinghamdistributionsexplicitlygeneralgradient
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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. (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.

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