English

Frobenius statistical manifolds & geometric invariants

Algebraic Geometry 2021-07-20 v1 Information Theory math.IT

Abstract

In this paper, we explicitly prove that statistical manifolds, related to exponential families and with flat structure connection have a Frobenius manifold structure. This latter object, at the interplay of beautiful interactions between topology and quantum field theory, raises natural questions, concerning the existence of Gromov--Witten invariants for those statistical manifolds. We prove that an analog of Gromov--Witten invariants for those statistical manifolds (GWS) exists. Similarly to its original version, these new invariants have a geometric interpretation concerning intersection points of para-holomorphic curves. However, it also plays an important role in the learning process, since it determines whether a system has succeeded in learning or failed.

Keywords

Cite

@article{arxiv.2107.08446,
  title  = {Frobenius statistical manifolds & geometric invariants},
  author = {Noemie Combe and Philippe Combe and Hanna Nencka},
  journal= {arXiv preprint arXiv:2107.08446},
  year   = {2021}
}

Comments

8 pages

R2 v1 2026-06-24T04:17:50.104Z