Frobenius statistical manifolds & geometric invariants
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.
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