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Background: Zipf's law and Heaps' law are two representatives of the scaling concepts, which play a significant role in the study of complexity science. The coexistence of the Zipf's law and the Heaps' law motivates different understandings…

物理与社会 · 物理学 2011-05-26 Lin Wang , Xiang Li , Yi-Qing Zhang , Yan Zhang , Kan Zhang

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

Research collaborations provide the foundation for scientific advances, but we have only recently begun to understand how they form and grow on a global scale. Here we analyze a model of the growth of research collaboration networks to…

物理与社会 · 物理学 2021-01-28 Keith A. Burghardt , Allon G. Percus , Kristina Lerman

We address the role of multiplicative stochastic processes in modeling the occurrence of power-law city size distributions. As an explanation of the result of Zipf's rank analysis, Simon's model is presented in a mathematically elementary…

物理与社会 · 物理学 2007-05-23 Damian H. Zanette

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

Here we sketch a new derivation of Zipf's law for word frequencies based on optimal coding. The structure of the derivation is reminiscent of Mandelbrot's random typing model but it has multiple advantages over random typing: (1) it starts…

计算与语言 · 计算机科学 2020-09-24 Ramon Ferrer-i-Cancho

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

The Zipf's law establishes that if the words of a (large) text are ordered by decreasing frequency, the frequency versus the rank decreases as a power law with exponent close to $-1$. Previous work has stressed that this pattern arises from…

物理与社会 · 物理学 2019-04-03 Felipe Urbina , Javier Vera

Heaps' or Herdan's law is a linguistic law describing the relationship between the vocabulary/dictionary size (type) and word counts (token) to be a power-law function. Its existence in genomes with certain definition of DNA words is…

基因组学 · 定量生物学 2024-07-02 Wentian Li , Yannis Almirantis , Astero Provata

Zipf's law is the main regularity of quantitative linguistics. Despite of many works devoted to foundations of this law, it is still unclear whether it is only a statistical regularity, or it has deeper relations with information-carrying…

计算与语言 · 计算机科学 2018-09-25 Weibing Deng , Armen E. Allahverdyan

We introduce a non-growth model that generates the power-law distribution with the Zipf exponent. There are N elements, each of which is characterized by a quantity, and at each time step these quantities are redistributed through binary…

统计力学 · 物理学 2012-04-27 Suhan Ree

Zipf's law is just one out of many universal laws proposed to describe statistical regularities in language. Here we review and critically discuss how these laws can be statistically interpreted, fitted, and tested (falsified). The modern…

物理与社会 · 物理学 2016-05-27 Eduardo G. Altmann , Martin Gerlach

Zipf's law is a paradigm describing the importance of different elements in communication systems, especially in linguistics. Despite the complexity of the hierarchical structure of language, music has in some sense an even more complex…

物理与社会 · 物理学 2023-11-20 Marc Serra-Peralta , Joan Serrà , Álvaro Corral

Scaling properties of language are a useful tool for understanding generative processes in texts. We investigate the scaling relations in citywise Twitter corpora coming from the Metropolitan and Micropolitan Statistical Areas of the United…

物理与社会 · 物理学 2019-03-12 Eszter Bokányi , Dániel Kondor , Gábor Vattay

The evolution of open source software projects in Linux distributions offers a remarkable example of a growing complex self-organizing adaptive system, exhibiting Zipf's law over four full decades. We present three tests of the usually…

数据分析、统计与概率 · 物理学 2014-08-26 T. Maillart , D. Sornette , S. Spaeth , G. Von Krogh

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

Zipf's law in its basic incarnation is an empirical probability distribution governing the frequency of usage of words in a language. As Terence Tao recently remarked, it still lacks a convincing and satisfactory mathematical explanation.…

信息论 · 计算机科学 2013-04-30 Yuri I. Manin

In his pioneering research, G. K. Zipf observed that more frequent words tend to have more meanings, and showed that the number of meanings of a word grows as the square root of its frequency. He derived this relationship from two…

计算与语言 · 计算机科学 2020-09-24 Ramon Ferrer-i-Cancho , Michael S. Vitevitch

The availability of large datasets requires an improved view on statistical laws in complex systems, such as Zipf's law of word frequencies, the Gutenberg-Richter law of earthquake magnitudes, or scale-free degree distribution in networks.…

数据分析、统计与概率 · 物理学 2019-04-30 Martin Gerlach , Eduardo G. Altmann

Cooking is a cultural expression of human creativity that transcends geography and time through the orchestration of ingredients and techniques, much like languages do through words and syntax. Yet, beneath the apparent diversity of…