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We present a unifying framework that bridges Bayesian asymptotics and information theory to analyze the asymptotic Shannon capacity of general large-scale MIMO channels including ones with nonlinearities or imperfect hardware. We derive…

信息论 · 计算机科学 2026-02-24 Sheng Yang , Richard Combes

This paper tackles the problem of decomposing binary data using matrix factorization. We consider the family of mean-parametrized Bernoulli models, a class of generative models that are well suited for modeling binary data and enables…

机器学习 · 计算机科学 2022-07-27 Paul Magron , Cédric Févotte

Information geometry provides a tool to systematically investigate parameter sensitivity of the state of a system. If a physical system is described by a linear combination of eigenstates of a complex (that is, non-Hermitian) Hamiltonian,…

量子物理 · 物理学 2013-08-26 Dorje C. Brody , Eva-Maria Graefe

The Fractional Stochastic Regularity Model (FSRM) is an extension of Black-Scholes model describing the multifractal nature of prices. It is based on a multifractional process with a random Hurst exponent $H_t$, driven by a fractional…

数理金融 · 定量金融 2025-05-13 Daniele Angelini , Matthieu Garcin

We derive several expressions for the quantum Fisher information matrix (QFIM) for the multi-parameter estimation of multi-mode Gaussian quantum states, the corresponding symmetric logarithmic derivatives, and conditions for saturability of…

量子物理 · 物理学 2019-12-30 Dominik Šafránek

In this paper, we will review the co-adjoint orbit formulation of finite dimensional quantum mechanics, and in this framework, we will interpret the notion of quantum Fisher information index (and metric). Following previous work of part of…

数学物理 · 物理学 2016-06-28 Ivan Contreras , Elisa Ercolessi , Michele Schiavina

Numerical upper and lower bounds to the information rate transferred through the additive white Gaussian noise channel affected by discrete-time multiplicative autoregressive moving-average (ARMA) phase noise are proposed in the paper. The…

信息论 · 计算机科学 2013-05-24 Luca Barletta , Maurizio Magarini , Arnaldo Spalvieri

The optimal power adaptation problem is investigated for vector parameter estimation according to various Fisher information based optimality criteria. By considering an observation model that involves a linear transformation of the…

信号处理 · 电气工程与系统科学 2021-10-19 Doğa Gürgünoğlu , Berkan Dulek , Sinan Gezici

Fisher-information inequalities have recently been used as operational witnesses of nonclassical metrological behavior, but their physical meaning is often tied to a particular narrative, such as, segmented dynamics or discrete…

量子物理 · 物理学 2026-05-20 Jeongho Bang , Su-Yong Lee

We study the classical and quantum Fisher information for the Lieb-Liniger model. The Fisher information has been studied extensively when the parameter is inscribed on a quantum state by a unitary process, e.g., Mach-Zehnder or Ramsey…

量子物理 · 物理学 2023-01-02 Jae-Gyun Baak , Uwe R. Fischer

In open quantum systems, we study the quantum Fisher information of acceleration for a uniformly accelerated two-level atom coupled to fluctuating electromagnetic fields in the Minkowski vacuum. With the time evolution, for the initial atom…

量子物理 · 物理学 2022-09-27 Mengge Zheng , Baoyuan Yang , Zixu Zhao

Relativistic quantum metrology studies the maximal achievable precision for estimating a physical quantity when both quantum and relativistic effects are taken into account. We study the relativistic quantum metrology of temperature in…

高能物理 - 理论 · 物理学 2021-06-02 Haoxing Du , Robert B. Mann

We derive a closed-form expression for the finite predictor coefficients of multivariate ARMA (autoregressive moving-average) processes. The expression is given in terms of several explicit matrices that are of fixed sizes independent of…

概率论 · 数学 2019-12-23 Akihiko Inoue

Temporal noise correlations are ubiquitous in quantum systems, yet often neglected in the analysis of quantum circuits due to the complexity required to accurately characterize and model them. Autoregressive moving average (ARMA) models are…

量子物理 · 物理学 2021-09-15 Kevin Schultz , Gregory Quiroz , Paraj Titum , B. D. Clader

We introduce a new kind of quantum measurement that is defined to be symmetric in the sense of uniform Fisher information across a set of parameters that injectively represent pure quantum states in the neighborhood of a fiducial pure…

量子物理 · 物理学 2016-05-11 Nan Li , Christopher Ferrie , Jonathan A. Gross , Amir Kalev , Carlton M. Caves

The Fisher information matrix (FIM) is a fundamental quantity to represent the characteristics of a stochastic model, including deep neural networks (DNNs). The present study reveals novel statistics of FIM that are universal among a wide…

机器学习 · 统计学 2019-10-10 Ryo Karakida , Shotaro Akaho , Shun-ichi Amari

The dynamics of Fisher information for an accelerated system initially prepared in the $X$-state is discussed. An analytical solution, which consists of three parts: classical, the average over all pure states and a mixture of pure states…

量子物理 · 物理学 2016-09-09 N. Metwally

We consider the impact that temporal correlations in the measurement statistics can have on the achievable precision in a sequential metrological protocol. In this setting, and for a single quantum probe, we establish that it is the…

量子物理 · 物理学 2024-04-02 Eoin O'Connor , Steve Campbell , Gabriel T. Landi

The Fisher's information metric is introduced in order to find the real meaning of the probability distribution in classical and quantum systems described by Riemaniann non-degenerated superspaces. In particular, the physical r\^{o}le…

高能物理 - 理论 · 物理学 2012-12-04 Diego Julio Cirilo-Lombardo , Victor I. Afonso

These notes review the theory of Fisher information, especially its use in kinetic theory of gases and plasmas. The recent monotonicity theorem by Guillen--Silvestre for the Landau--Coulomb equation is put in perspective and generalised.…

偏微分方程分析 · 数学 2025-06-24 Cédric Villani