Skip to content
aiqbench takeQuantum Computing

aiqbench analysis

This paper investigates the geometric properties of quantum statistical manifolds, specifically focusing on autoparallelity within the SLD structure and its implications for efficient estimators in quantum estimation theory. By extending classical results regarding exponential families to the quantum domain, it addresses mathematical challenges posed by non-vanishing torsion in these structures. The work advances theoretical foundations essential for understanding information geometry in complex quantum systems rather than offering immediate product applications or policy updates.
Source coveringarXiv
What this isA model's reading of the article and related coverage, written for aiqbench. Not the publisher's words.

Autoparallelity of Quantum Statistical Manifolds in Light of Quantum Estimation Theory

arXiv2 min read

arXiv:2307.03431v3 Announce Type: replace Abstract: In this paper we study the autoparallelity w.r.t. the e-connection for an information-geometric structure called the SLD structure, which consists of a Riemannian metric and mutually dual e- and m-connections, induced on the manifold of strictly positive density operators. Unlike the classical information geometry, the e-connection has non-vanishing torsion, which brings various mathematical difficulties. The notion of e-autoparallel submanifolds is regarded as a quantum version of exponential families in classical statistics, which is known to be characterized as statistical models having efficient estimators (unbiased estimators uniformly achieving the equality in the Cramer-Rao inequality). As quantum extensions of this classical result, we present two different forms of estimation-theoretical characterizations of the e-autoparallel submanifolds. We also give several results on the e-autoparallelity, some of which are valid for the autoparallelity w.r.t. an affine connection in a more general geometrical situation.

Abstract:In this paper we study the autoparallelity w.r.t. the e-connection for an information-geometric structure called the SLD structure, which consists of a Riemannian metric and mutually dual e- and m-connections, induced on the manifold of strictly positive density operators. Unlike the classical information geometry, the e-connection has non-vanishing torsion, which brings various mathematical difficulties. The notion of e-autoparallel submanifolds is regarded as a quantum version of exponential families in classical statistics, which is known to be characterized as statistical models having efficient estimators (unbiased estimators uniformly achieving the equality in the Cramer-Rao inequality). As quantum extensions of this classical result, we present two different forms of estimation-theoretical characterizations of the e-autoparallel submanifolds. We also give several results on the e-autoparallelity, some of which are valid for the autoparallelity w.r.t. an affine connection in a more general geometrical situation.

Quantum Physics (quant-ph); Differential Geometry (math.DG)

arXiv:2307.03431 [quant-ph]

(or arXiv:2307.03431v3 [quant-ph] for this version)

https://doi.org/10.48550/arXiv.2307.03431 Focus to learn more arXiv-issued DOI via DataCite

arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.

Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.

Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.

Full text under the publisher's open licence · 233 words

Related coverage