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The text-length-dependence of real word-frequency distributions can be connected to the general properties of a random book. It is pointed out that this finding has strong implications, when deciding between two conceptually different views…

物理与社会 · 物理学 2017-10-03 Xiao-Yong Yan , Petter Minnhagen

The distribution of word probabilities in the monkey model of Zipf's law is associated with two universality properties: (1) the power law exponent converges strongly to $-1$ as the alphabet size increases and the letter probabilities are…

概率论 · 数学 2016-04-20 Richard Perline , Ronald Perline

Zipf's law is shown to arise as the variational solution of a problem formulated in Fisher's terms. An appropriate minimization process involving Fisher information and scale-invariance yields this universal rank distribution. As an example…

物理与社会 · 物理学 2015-05-13 A. Hernando , D. Puigdomenech , D. Villuendas , C. Vesperinas , A. Plastino

We have translated fractional Brownian motion (FBM) signals into a text based on two ''letters'', as if the signal fluctuations correspond to a constant stepsize random walk. We have applied the Zipf method to extract the $\zeta '$ exponent…

凝聚态物理 · 物理学 2009-11-07 Ph. Bronlet , M. Ausloos

Understanding the innovation process, that is the underlying mechanisms through which novelties emerge, diffuse and trigger further novelties is undoubtedly of fundamental importance in many areas (biology, linguistics, social science and…

物理与社会 · 物理学 2021-10-29 Giacomo Aletti , Irene Crimaldi

From a grammar point of view, the role of punctuation marks in a sentence is formally defined and well understood. In semantic analysis punctuation plays also a crucial role as a method of avoiding ambiguity of the meaning. A different…

计算与语言 · 计算机科学 2016-11-03 Andrzej Kulig , Jaroslaw Kwapien , Tomasz Stanisz , Stanislaw Drozdz

Regge-Teitelboim embedding gravity is the modified gravity based on a simple string-inspired geometrical principle: our spacetime is considered here as a 4-dimensional surface in a flat bulk. This theory is similar to the recently popular…

广义相对论与量子宇宙学 · 物理学 2020-10-13 S. A. Paston

We examine the relationship between two different types of ranked data, frequencies and magnitudes. We consider data that can be sorted out either way, through numbers of occurrences or size of the measures, as it is the case, say, of moon…

统计力学 · 物理学 2017-12-13 Carlos Velarde , Alberto Robledo

In the last years, researchers have realized the difficulties of fitting power-law distributions properly. These difficulties are higher in Zipf's systems, due to the discreteness of the variables and to the existence of two representations…

数据分析、统计与概率 · 物理学 2022-11-29 Alvaro Corral , Isabel Serra , Ramon Ferrer-i-Cancho

Present human languages display slightly asymmetric log-normal (Gauss) distribution for size [1-3], whereas present cities follow power law (Pareto-Zipf law)[4]. Our model considers the competition between languages and that between cities…

计算物理 · 物理学 2007-05-23 Caglar Tuncay

When the probability of measuring a particular value of some quantity varies inversely as a power of that value, the quantity is said to follow a power law, also known variously as Zipf's law or the Pareto distribution. Power laws appear…

统计力学 · 物理学 2019-09-23 M. E. J. Newman

The prevailing maximum likelihood estimators for inferring power law models from rank-frequency data are biased. The source of this bias is an inappropriate likelihood function. The correct likelihood function is derived and shown to be…

应用统计 · 统计学 2021-07-27 Charlie Pilgrim , Thomas T Hills

The compactness phenomenon is one of the featured aspects of structuralism in mathematics. In simple and broad words, a compactness property holds in a structure if a related property is satisfied by sufficiently many substructures of that…

逻辑 · 数学 2024-08-29 Rahman Mohammadpour

Zipf's law is the most common statistical distribution displaying scaling behavior. Cities, populations or firms are just examples of this seemingly universal law. Although many different models have been proposed, no general theoretical…

统计力学 · 物理学 2010-07-05 Bernat Corominas Murtra , Ricard Solé

Zipf's law states that sequential frequencies of words in a text correspond to a power function. Its probabilistic model is an infinite urn scheme with asymptotically power distribution. The exponent of this distribution must be estimated.…

统计理论 · 数学 2017-06-15 Mikhail Chebunin , Artyom Kovalevskii

Causal processes can give rise to distinctive distributions in the linguistic variables that they affect. Consequently, a secure understanding of a variable's distribution can hold a key to understanding the forces that have causally shaped…

计算与语言 · 计算机科学 2021-01-01 Jayden L. Macklin-Cordes , Erich R. Round

In a language corpus, the probability that a word occurs $n$ times is often proportional to $1/n^2$. Assigning rank, $s$, to words according to their abundance, $\log s$ vs $\log n$ typically has a slope of minus one. That simple Zipf's law…

种群与进化 · 定量生物学 2019-03-27 Steven A. Frank

In his pioneering research, G. K. Zipf formulated a couple of statistical laws on the relationship between the frequency of a word with its number of meanings: the law of meaning distribution, relating the frequency of a word and its…

计算与语言 · 计算机科学 2022-01-19 Neus Català , Jaume Baixeries , Ramon Ferrer-Cancho , Lluís Padró , Antoni Hernández-Fernández

The problem of compression in standard information theory consists of assigning codes as short as possible to numbers. Here we consider the problem of optimal coding -- under an arbitrary coding scheme -- and show that it predicts Zipf's…

计算与语言 · 计算机科学 2020-09-24 Ramon Ferrer-i-Cancho , Christian Bentz , Caio Seguin

Although Zipf's law is widespread in natural and social data, one often encounters situations where one or both ends of the ranked data deviate from the power-law function. Previously we proposed the Beta rank function to improve the…

数据分析、统计与概率 · 物理学 2017-05-03 Oscar Fontanelli , Pedro Miramontes , Yaning Yang , Germinal Cocho , Wentian Li