2020
DOI: 10.3390/e22111332
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Differential Geometric Aspects of Parametric Estimation Theory for States on Finite-Dimensional C∗-Algebras

Abstract: A geometrical formulation of estimation theory for finite-dimensional C∗-algebras is presented. This formulation allows to deal with the classical and quantum case in a single, unifying mathematical framework. The derivation of the Cramer–Rao and Helstrom bounds for parametric statistical models with discrete and finite outcome spaces is presented.

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Cited by 13 publications
(18 citation statements)
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“…[8,20,23,39,57,60]) ubiquitous in quantum estimation theory (cf. [19,25,45,49,54,55,56]), while when κ = 1 4 , the monotone quantum metric tensor G f coincides with the Wigner-Yanase metric tensor [28,29,37,42]. In all these cases, the commutator between gradient vector fields is a fundamental vector field of α and, in general, it does not vanish so that the connection ∇ f presents torsion.…”
Section: G-dual Teleparallel Pairs In Quantum Information Geometrymentioning
confidence: 99%
“…[8,20,23,39,57,60]) ubiquitous in quantum estimation theory (cf. [19,25,45,49,54,55,56]), while when κ = 1 4 , the monotone quantum metric tensor G f coincides with the Wigner-Yanase metric tensor [28,29,37,42]. In all these cases, the commutator between gradient vector fields is a fundamental vector field of α and, in general, it does not vanish so that the connection ∇ f presents torsion.…”
Section: G-dual Teleparallel Pairs In Quantum Information Geometrymentioning
confidence: 99%
“…The Bures-Helstrom metric tensor is particularly relevant for all the information-theoretical tasks related with the quantum formulation of estimation theory [21,62,72,83,84,87] because it allows to give the lowest quantum version of the classical Cramer-Rao bound for unbiased estimators [36]. From a more geometrical point of view, G H BH is naturally connected with the concept of purification for quantum states [30,89,90], and with the Jordan product (anticommutator) among self-adjoint operators [22].…”
Section: The Bures-helstrom Metric Tensormentioning
confidence: 99%
“…This parallel is being exploited to give a unified account of some aspects of classical and quantum information geometry [23,24,49,50,52].…”
Section: Remarkmentioning
confidence: 99%