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We review of the interface between (theoretical) physics and information for non-experts. The origin of information as related to the notion of entropy is described, first in the context of thermodynamics then in the context of statistical…

经典物理 · 物理学 2007-12-18 F. Alexander Bais , J. Doyne Farmer

In a previous report we have evaluated analytically the mutual information between the firing rates of N independent units and a set of multi-dimensional continuous+discrete stimuli, for a finite population size and in the limit of large…

无序系统与神经网络 · 物理学 2007-05-23 Valeria Del Prete , Alessandro Treves

Statistical modeling of physical laws connects experiments with mathematical descriptions of natural phenomena. The modeling is based on the probability density of measured variables expressed by experimental data via a kernel estimator. As…

信息论 · 计算机科学 2007-07-13 Igor Grabec

One of the most fundamental questions one can ask about a pair of random variables X and Y is the value of their mutual information. Unfortunately, this task is often stymied by the extremely large dimension of the variables. We might hope…

统计力学 · 物理学 2017-06-21 Ryan G. James , John R. Mahoney , James P. Crutchfield

In this paper, we established Fredholm theory of the linearized ${{\bar \partial}}$-operator and studied the additivity of its index.

谱理论 · 数学 2007-05-23 Gang Liu

New families of Fisher information and entropy power inequalities for sums of independent random variables are presented. These inequalities relate the information in the sum of $n$ independent random variables to the information contained…

信息论 · 计算机科学 2024-05-07 Mokshay Madiman , Andrew Barron

We propose a dimension reduction framework for feature extraction and moment reconstruction in dynamical systems that operates on spaces of probability measures induced by observables of the system rather than directly in the original data…

机器学习 · 统计学 2020-04-07 Suddhasattwa Das , Dimitrios Giannakis , Enikő Székely

We include alignment interactions in a well-studied first-order attractive-repulsive macroscopic model for aggregation. The distinctive feature of the extended model is that the equation that specifies the velocity in terms of the…

偏微分方程分析 · 数学 2016-06-22 Razvan C. Fetecau , Weiran Sun , Changhui Tan

Recently a class of generalized information measures was defined on sets of items parametrized by submodular functions. In this paper, we propose and study various notions of independence between sets with respect to such information…

信息论 · 计算机科学 2021-08-21 Himanshu Asnani , Jeff Bilmes , Rishabh Iyer

In this article we offer some modification of Monte-Carlo method for multiple parametric integral computation and solving of a linear integral Fredholm equation of a second kind (well posed problem). We prove that the rate of convergence of…

泛函分析 · 数学 2011-01-28 E. Ostrovsky , L. Sirota

Many information sources are considered into data fusion in order to improve the decision in terms of uncertainty and imprecision. For each technique used for data fusion, the asumption on independance is usually made. We propose in this…

人工智能 · 计算机科学 2015-01-23 Mouloud Kharoune , Arnaud Martin

The principle of complementarity is quantified in two ways: by a universal uncertainty relation valid for arbitrary joint estimates of any two observables from a given measurement setup, and by a general uncertainty relation valid for…

量子物理 · 物理学 2009-11-10 Michael J. W. Hall

We consider the classical problem of discrete distribution estimation using i.i.d. samples in a novel scenario where additional side information is available on the distribution. In large alphabet datasets such as text corpora, such side…

信息论 · 计算机科学 2026-01-19 Haricharan Balasundaram , Andrew Thangaraj

We explicitly calculate information, fidelity, and reversibility of an arbitrary single-qubit measurement on a completely unknown state. These quantities are expressed as functions of a single parameter, which is the ratio of the two…

量子物理 · 物理学 2011-03-21 Hiroaki Terashima

In this paper we focus on the estimation of mutual information from finite samples $(\mathcal{X}\times\mathcal{Y})$. The main concern with estimations of mutual information is their robustness under the class of transformations for which it…

数据分析、统计与概率 · 物理学 2020-02-04 Nicholas Carrara , Jesse Ernst

A comparison of structural features of quantum and classical physical theories, such as the information capacity of systems subject to these theories, requires a common formal framework for the presentation of corresponding concepts (such…

量子物理 · 物理学 2011-01-04 Paul Busch

In some estimation problems, especially in applications dealing with information theory, signal processing and biology, theory provides us with additional information allowing us to restrict the parameter space to a finite number of points.…

统计方法学 · 统计学 2012-07-25 Christine Choirat , Raffaello Seri

Measures of dependence among variables, and measures of information content and shared information have become valuable tools of multi-variable data analysis. Information measures, like marginal entropies, mutual and multi-information, have…

信息论 · 计算机科学 2013-08-02 David J. Galas , Nikita A. Sakhanenko , Benjamin Keller

Forecasting techniques for assessing the power of future experiments to discriminate between theories or discover new laws of nature are of great interest in many areas of science. In this paper, we introduce a Bayesian forecasting method…

数据分析、统计与概率 · 物理学 2024-09-24 Mohammad Hossein Namjoo

A composite likelihood is an inference function derived by multiplying a set of likelihood components. This approach provides a flexible framework for drawing inference when the likelihood function of a statistical model is computationally…

统计方法学 · 统计学 2024-12-10 Giuseppe Alfonzetti , Ruggero Bellio , Yunxiao Chen , Irini Moustaki