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This issue lists named distributions that we should implement and the current implementation status of them:
Generic:
"Uniform" (compact manifolds): distribution corresponding to normalized base measure, typically Hausdorff or invariant measure; density wrt that measure is constant
Circle
Wrapped distributions (normal, cauchy, etc)
Circle/Sphere
Girdle distribution
Stiefel/Sphere/Circle/Oblique
von Mises-Fisher (Add von Mises-Fisher family #7): includes von Mises, von Mises-Fisher (aka Fisher), and matrix von Mises-Fisher
Bingham: includes both Bingham and Matrix Bingham. Special-cases include Watson. Alternative formulation using projection matrices sometimes called Matrix Langevin
Simplex:
Dirichlet (ProbabilitySimplex): included for completeness
This issue lists named distributions that we should implement and the current implementation status of them: