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We define a measure of redundant information based on projections in the space of probability distributions. Redundant information between random variables is information that is shared between those variables. But in contrast to mutual…

信息论 · 计算机科学 2013-05-30 Malte Harder , Christoph Salge , Daniel Polani

We show that the way in which the Shannon entropy of sequences produced by an information source converges to the source's entropy rate can be used to monitor how an intelligent agent builds and effectively uses a predictive model of its…

适应与自组织系统 · 物理学 2007-05-23 James P. Crutchfield , David P. Feldman

We present a problem relating measurements and information theory in spin foam models. In the three dimensional case of quantum gravity we can compute probabilities of spin network graphs and study the behaviour of the Shannon entropy…

广义相对论与量子宇宙学 · 物理学 2015-06-05 J. Manuel Garcia-Islas

This paper considers an information bottleneck problem with the objective of obtaining a most informative representation of a hidden feature subject to a R\'enyi entropy complexity constraint. The optimal bottleneck trade-off between…

信息论 · 计算机科学 2021-02-01 Jian-Jia Weng , Fady Alajaji , Tamás Linder

Rough speaking, information theory deals with data transmitted over a channel such as the internet. Modern information theory is generally considered to have been founded in 1948 by Shannon in his seminal paper, "A mathematical theory of…

信息论 · 计算机科学 2010-03-25 HaengJin Choe

Entropy is a measure of self-information which is used to quantify losses. Entropy was developed in thermodynamics, but is also used to compare probabilities based on their deviating information content. Corresponding model uncertainty is…

概率论 · 数学 2018-01-23 Alois Pichler , Ruben Schlotter

Information based thermodynamic logic is revisited. It consists of two parts: Part A applies the modern theory of probability in which an arbitrary convex function \phi is employed as an analytic "device" to express information as…

统计力学 · 物理学 2023-12-07 Bing Miao , Hong Qian , Yong-Shi Wu

While information is ubiquitously generated, shared, and analyzed in a modern-day life, there is still some controversy around the ways to asses the amount and quality of information inside a noisy optical channel. A number of theoretical…

In quantum Shannon theory, the way information is encoded and decoded takes advantage of the laws of quantum mechanics, while the way communication channels are interlinked is assumed to be classical. In this Letter we relax the assumption…

量子物理 · 物理学 2018-03-28 Daniel Ebler , Sina Salek , Giulio Chiribella

Shannon information theory is established based on probability and bits, and the communication technology based on this theory realizes the information age. The original goal of Shannon's information theory is to describe and transmit…

信号处理 · 电气工程与系统科学 2023-03-28 Guangming Shi , Dahua Gao , Shuai Ma , Minxi Yang , Yong Xiao , Xuemei Xie

We explore a few common models on how correlations affect information. The main model considered is the Shannon mutual information $I(S:R_1,\cdots, R_i)$ over distributions with marginals $P_{S,R_i}$ fixed for each $i$, with the analogy in…

信息论 · 计算机科学 2024-05-27 Ching-Peng Huang

Subtraction of aligned images is a means to assess changes in a wide variety of clinical applications. In this paper we explore the information theoretical origin of Mutual Information (MI), which is based on Shannon's entropy.However, the…

计算机视觉与模式识别 · 计算机科学 2007-06-19 W. Jacquet , P. de Groen

Shannon entropy ($S$), R{\'e}nyi entropy ($R$), Tsallis entropy ($T$), Fisher information ($I$) and Onicescu energy ($E$) have been explored extensively in both \emph{free} H atom (FHA) and \emph{confined} H atom (CHA). For a given quantum…

量子物理 · 物理学 2019-04-05 Neetik Mukherjee , Amlan K. Roy

In the past over two decades, very fruitful results have been obtained in information theory in the study of the Shannon entropy. This study has led to the discovery of a new class of constraints on the Shannon entropy called…

信息论 · 计算机科学 2025-03-07 Raymond W. Yeung

So far, feedback-driven systems have been discussed using (i) measurement and control, (ii) a tape interacting with a system or (iii) by identifying an implicit Maxwell demon in steady state transport. We derive the corresponding second…

统计力学 · 物理学 2014-03-05 A. C. Barato , U. Seifert

Information and uncertainty are closely related and extensively studied concepts in a number of scientific disciplines such as communication theory, probability theory, and statistics. Increasing the information arguably reduces the…

概率论 · 数学 2011-08-09 Jiahua Chen

Bounds on information combining are a fundamental tool in coding theory, in particular when analyzing polar codes and belief propagation. They usually bound the evolution of random variables with respect to their Shannon entropy. In recent…

信息论 · 计算机科学 2023-05-05 Christoph Hirche , Xinyue Guan , Marco Tomamichel

Paleoclimate records are extremely rich sources of information about the past history of the Earth system. Information theory, the branch of mathematics capable of quantifying the degree to which the present is informed by the past,…

地球物理 · 物理学 2018-11-09 Joshua Garland , Tyler R. Jones , Elizabeth Bradley , Michael Neuder , James W. C. White

A direct connection of information entropy $S$ and kinetic energy $T$ is obtained for nuclei and atomic clusters, which establishes $T$ as a measure of the information in a distribution. It is conjectured that this is a universal property…

核理论 · 物理学 2009-11-07 S. E. Massen , C. P. Panos

One of the main problems in cryptography is to give criteria to provide good comparators of cipher systems. The security of a cipher system must include the security of the algorithm, the security of the key generator and management module…

密码学与安全 · 计算机科学 2012-02-29 Nicolae Constantinescu