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相关论文: A new approach to mutual information

200 篇论文

We develop an information-theoretic view of the stochastic block model, a popular statistical model for the large-scale structure of complex networks. A graph $G$ from such a model is generated by first assigning vertex labels at random…

信息论 · 计算机科学 2015-08-03 Yash Deshpande , Emmanuel Abbe , Andrea Montanari

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

We correct claims about lower bounds on mutual information (MI) between real-valued random variables made in A. Kraskov {\it et al.}, Phys. Rev. E {\bf 69}, 066138 (2004). We show that non-trivial lower bounds on MI in terms of linear…

数据分析、统计与概率 · 物理学 2013-05-29 David V. Foster , Peter Grassberger

The paper deals with the distributed minimum sharing problem: a set of decision-makers compute the minimum of some local quantities of interest in a distributed and decentralized way by exchanging information through a communication…

系统与控制 · 电气工程与系统科学 2021-06-28 Michelangelo Bin , Thomas Parisini

We discuss the connection between information and copula theories by showing that a copula can be employed to decompose the information content of a multivariate distribution into marginal and dependence components, with the latter…

统计金融 · 定量金融 2011-10-26 Rafael S. Calsaverini , Renato Vicente

This paper investigates the asymptotic behaviour of solutions to certain infinite systems of coupled recurrence relations. In particular, we obtain a characterisation of those initial values which lead to a convergent solution, and for…

泛函分析 · 数学 2019-02-14 L. Paunonen , D. Seifert

Quantifying cooperation or synergy among random variables in predicting a single target random variable is an important problem in many complex systems. We review three prior information-theoretic measures of synergy and introduce a novel…

信息论 · 计算机科学 2014-04-02 Virgil Griffith , Christof Koch

In this paper, a new statistic feature of the discrete short-time amplitude spectrum is discovered by experiments for the signals of unvoiced pronunciation. For the random-varying short-time spectrum, this feature reveals the relationship…

声音 · 计算机科学 2016-12-22 Xiaodong Zhuang

Directed information or its variants are utilized extensively in the characterization of the capacity of channels with memory and feedback, nonanticipative lossy data compression, and their generalizations to networks. In this paper, we…

信息论 · 计算机科学 2015-12-24 Charalambos D. Charalambous , Photios A. Stavrou

In network science, researchers often use mutual information to understand the difference between network partitions produced by community detection methods. Here we extend the use of mutual information to covers, that is, the cases where a…

数学物理 · 物理学 2012-02-03 Alcides Viamontes Esquivel , Martin Rosvall

We give improvements of estimates of invariant metrics in the normal direction on strictly pseudoconvex domains. Specifically we will give the second term in the expansion of the metrics. This depends on an improved localisation result and…

复变函数 · 数学 2017-07-20 Erlend Fornæss Wold

We study rates asymptotic of transformations between entangled states by local operations and classical communication and a sublinear amount of quantum communication. It is known that additive asymptotically continuous entanglement measures…

量子物理 · 物理学 2021-07-20 Péter Vrana

We introduce resampled mutual information (ResMI), a novel measure of clustering similarity that combines insights from information theoretic and pair counting approaches to clustering and community detection. Similar to chance-corrected…

社会与信息网络 · 计算机科学 2024-12-06 Cheaheon Lim

The problem of calculating the rate of mutual information between two coarse-grained variables that together specify a continuous time Markov process is addressed. As a main obstacle, the coarse-grained variables are in general…

统计力学 · 物理学 2013-10-01 Andre Cardoso Barato , David Hartich , Udo Seifert

The analysis of strings of $n$ random variables with geometric distribution has recently attracted renewed interest: Archibald et al. consider the number of distinct adjacent pairs in geometrically distributed words. They obtain the…

概率论 · 数学 2024-02-14 Guy Louchard , Werner Schachinger , Mark Daniel Ward

We derive an asymptotic expansion for the distribution of a compound sum of independent random variables, all having the same light-tailed subexponential distribution. The examples of a Poisson and geometric number of summands serve as an…

概率论 · 数学 2007-05-23 Ph . Barbe , W. P. McCormick , C. Zhang

We present systematic proofs of statements about probability representations of qudit density states in terms of standard probability distributions of dichotomic random variables. New relations and new entropic-information inequalities are…

New asymptotic approximations of the non-central $t$ distribution are given, a generalization of the Student's $t$ distribution. Using new integral representations, we give new asymptotic expansions for large values of the noncentrality…

概率论 · 数学 2023-10-17 Amparo Gil , Javier Segura , Nico M Temme

This paper presents a new interacting particle system and uses it as a spin model for financial market microstructure. The asymptotic analysis of this stochastic process exhibits a lower bound to the contemporaneous measurement of price and…

概率论 · 数学 2009-11-10 Ted Theodosopoulos

This brief addresses the distributed consensus problem of nonlinear multi-agent systems under a general directed communication topology. Each agent is governed by higher-order dynamics with mismatched uncertainties, multiple completely…

系统与控制 · 电气工程与系统科学 2020-06-02 Gang Wang , Chaoli Wang , Zhengtao Ding , Yunfeng Ji