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Uniqueness of Fisher–Rao geodesics

Determine whether Fisher–Rao geodesics are unique in general for Fisher–Rao manifolds arising from parametric statistical models, and resolve the open question concerning potential non-uniqueness of these geodesics.

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Background

While geodesics on manifolds with non-positive sectional curvature are known to be unique, the general situation for Fisher–Rao manifolds is unclear. The paper notes that non-uniqueness of Fisher geodesics is an open question; resolving it would clarify fundamental geometric properties of Fisher–Rao manifolds and inform algorithms that rely on geodesic uniqueness.

References

Thus in general, Fisher geodesics may not be unique (an open question in) although we are not aware of a common statistical model used in practice exhibiting non-unique Fisher-Rao geodesics.

Approximation and bounding techniques for the Fisher-Rao distances between parametric statistical models (2403.10089 - Nielsen, 15 Mar 2024) in Section 2.2: Definition of the Fisher-Rao distance and Fisher-Rao geodesics