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We demonstrate that the frequency distribution of phonemes across languages can be explained at both macroscopic and microscopic levels. Macroscopically, phoneme rank-frequency distributions closely follow the order statistics of a…

计算与语言 · 计算机科学 2026-03-04 Fermín Moscoso del Prado Martín , Suchir Salhan

The Zipf's law is the major regularity of statistical linguistics that served as a prototype for rank-frequency relations and scaling laws in natural sciences. Here we show that the Zipf's law -- together with its applicability for a single…

数据分析、统计与概率 · 物理学 2015-06-15 Armen E. Allahverdyan , Weibing Deng , Q. A. Wang

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 formation of sentences is a highly structured and history-dependent process. The probability of using a specific word in a sentence strongly depends on the 'history' of word-usage earlier in that sentence. We study a simple…

物理与社会 · 物理学 2015-05-28 Stefan Thurner , Rudolf Hanel , Bo Liu , Bernat Corominas-Murtra

We study a deliberately simple, fully non-linguistic model of text: a sequence of independent draws from a finite alphabet of letters plus a single space symbol. A word is defined as a maximal block of non-space symbols. Within this…

计算与语言 · 计算机科学 2025-11-25 Vladimir Berman

We investigate the origin of Zipf's law for words in written texts by means of a stochastic dynamical model for text generation. The model incorporates both features related to the general structure of languages and memory effects inherent…

统计力学 · 物理学 2007-05-23 Damián H. Zanette , Marcelo A. Montemurro

Evidence is given for a systematic text-length dependence of the power-law index gamma of a single book. The estimated gamma values are consistent with a monotonic decrease from 2 to 1 with increasing length of a text. A direct connection…

物理与社会 · 物理学 2009-12-10 Sebastian Bernhardsson , Luis Enrique Correa da Rocha , Petter Minnhagen

The task of text segmentation may be undertaken at many levels in text analysis---paragraphs, sentences, words, or even letters. Here, we focus on a relatively fine scale of segmentation, hypothesizing it to be in accord with a stochastic…

Phoneme frequency distributions exhibit robust statistical regularities across languages, including exponential-tailed rank-frequency patterns and a negative relationship between phonemic inventory size and the relative entropy of the…

计算与语言 · 计算机科学 2026-03-11 Fermín Moscoso del Prado Martín , Suchir Salhan

Zipf's law is a fundamental paradigm in the statistics of written and spoken natural language as well as in other communication systems. We raise the question of the elementary units for which Zipf's law should hold in the most natural way,…

物理与社会 · 物理学 2015-07-14 Alvaro Corral , Gemma Boleda , Ramon Ferrer-i-Cancho

The word-frequency distribution provides the fundamental building blocks that generate discourse in language. It is well known, from empirical evidence, that the word-frequency distribution of almost any text is described by Zipf's law, at…

物理与社会 · 物理学 2020-11-09 Alvaro Corral , Montserrat Garcia del Muro

We analyze the frequency-rank relationship in sub-vocabularies corresponding to three different grammatical classes (nouns, verbs, and others) in a collection of literary works in English, whose words have been automatically tagged…

计算与语言 · 计算机科学 2021-06-11 A. Chacoma , D. H. Zanette

Zipf's law has been found in many human-related fields, including language, where the frequency of a word is persistently found as a power law function of its frequency rank, known as Zipf's law. However, there is much dispute whether it is…

计算与语言 · 计算机科学 2018-07-06 Shuiyuan Yu , Chunshan Xu , Haitao Liu

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

According to Zipf's meaning-frequency law, words that are more frequent tend to have more meanings. Here it is shown that a linear dependency between the frequency of a form and its number of meanings is found in a family of models of…

计算与语言 · 计算机科学 2016-10-14 Ramon Ferrer-i-Cancho

Zipf's law states that if words of language are ranked in the order of decreasing frequency in texts, the frequency of a word is inversely proportional to its rank. It is very robust as an experimental observation, but to date it escaped…

计算与语言 · 计算机科学 2009-01-22 Dmitrii Manin

The dependence with text length of the statistical properties of word occurrences has long been considered a severe limitation quantitative linguistics. We propose a simple scaling form for the distribution of absolute word frequencies…

物理与社会 · 物理学 2015-06-15 Francesc Font-Clos , Gemma Boleda , Álvaro Corral

An important body of quantitative linguistics is constituted by a series of statistical laws about language usage. Despite the importance of these linguistic laws, some of them are poorly formulated, and, more importantly, there is no…

物理与社会 · 物理学 2020-11-09 Alvaro Corral , Isabel Serra

Natural languages are full of rules and exceptions. One of the most famous quantitative rules is Zipf's law which states that the frequency of occurrence of a word is approximately inversely proportional to its rank. Though this `law' of…

计算与语言 · 计算机科学 2015-05-27 Jake Ryland Williams , James P. Bagrow , Christopher M. Danforth , Peter Sheridan Dodds

We show how generalized Gibbs-Shannon entropies can provide new insights on the statistical properties of texts. The universal distribution of word frequencies (Zipf's law) implies that the generalized entropies, computed at the word level,…

物理与社会 · 物理学 2017-02-15 Eduardo G. Altmann , Laercio Dias , Martin Gerlach
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