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Taylor's law quantifies the scaling properties of the fluctuations of the number of innovations occurring in open systems. Urn based modelling schemes have already proven to be effective in modelling this complex behaviour. Here, we present…

物理与社会 · 物理学 2020-10-07 F. Tria , I. Crimaldi , G. Aletti , V. D. P. Servedio

Unprecedented events intertwine with the repetition of the past in natural phenomena and human activities. Key statistical patterns, such as Heaps' and Taylor's laws and Zipf's law, have been identified as characterizing the dynamical…

物理与社会 · 物理学 2025-11-18 Filippo Santoro , Alberto Petri , Francesca Tria

One new thing often leads to another. Such correlated novelties are a familiar part of daily life. They are also thought to be fundamental to the evolution of biological systems, human society, and technology. By opening new possibilities,…

物理与社会 · 物理学 2013-10-09 F. Tria , V. Loreto , V. D. P. Servedio , S. H. Strogatz

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

Zipf's law states that the frequency of an observation with a given value is inversely proportional to the square of that value; Taylor's law, instead, describes the scaling between fluctuations in the size of a population and its mean.…

物理与社会 · 物理学 2018-09-26 Charlotte James , Sandro Azaele , Amos Maritan , Filippo Simini

Background: Zipf's law and Heaps' law are observed in disparate complex systems. Of particular interests, these two laws often appear together. Many theoretical models and analyses are performed to understand their co-occurrence in real…

数据分析、统计与概率 · 物理学 2010-12-20 Linyuan Lu , Zi-Ke Zhang , Tao Zhou

A new angle of view is proposed to find the simple rules dominating complex systems and regular patterns behind random phenomena such as cities. Hierarchy of cities reflects the ubiquitous structure frequently observed in the natural world…

物理与社会 · 物理学 2018-12-21 Yanguang Chen

Complex natural and technological systems can be considered, on a coarse-grained level, as assemblies of elementary components: for example, genomes as sets of genes, or texts as sets of words. On one hand, the joint occurrence of…

Zipf's law is a hallmark of several complex systems with a modular structure, such as books composed by words or genomes composed by genes. In these component systems, Zipf's law describes the empirical power law distribution of component…

统计力学 · 物理学 2018-12-05 Andrea Mazzolini , Alberto Colliva , Michele Caselle , Matteo Osella

We checked that the distribution of words in text should uniform, which gives Heaps' law as natural result, that is, the number of types of words can be expressed as a power law of the number of tokens within text. We developed a…

物理与社会 · 物理学 2025-04-16 Kim Chol-jun

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

It is traditionally assumed that Zipf's law implies the power-law growth of the number of different elements with the total number of elements in a system - the so-called Heaps' law. We show that a careful definition of Zipf's law leads to…

物理与社会 · 物理学 2015-06-17 Francesc Font-Clos , Alvaro Corral

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

The rank-size plots of a large number of different physical and socio-economic systems are usually said to follow Zipf's law, but a unique framework for the comprehension of this ubiquitous scaling law is still lacking. Here we show that a…

物理与社会 · 物理学 2021-02-03 Giordano De Marzo , Andrea Gabrielli , Andrea Zaccaria , Luciano Pietronero

Zipf's law, which states that the probability of an observation is inversely proportional to its rank, has been observed in many domains. While there are models that explain Zipf's law in each of them, those explanations are typically…

神经元与认知 · 定量生物学 2016-07-06 Laurence Aitchison , Nicola Corradi , Peter E. Latham

Zipf's law describes the empirical size distribution of the components of many systems in natural and social sciences and humanities. We show, by solving a statistical model, that Zipf's law co-occurs with the maximization of the diversity…

The article introduces corrections to Zipf's and Heaps' laws based on systematic models of the proportion of hapaxes, i.e., words that occur once. The derivation rests on two assumptions: The first one is the standard urn model which…

计算与语言 · 计算机科学 2025-05-27 Łukasz Dębowski

Power-law distributions with various exponents are studied. We first introduce a simple and generic model that reproduces Zipf's law. We can regard this model both as the time evolution of the population of cities and that of the asset…

统计力学 · 物理学 2007-05-23 Kenji Kawamura , Naomichi Hatano

Novelties are part of our daily lives. We constantly adopt new technologies, conceive new ideas, meet new people, experiment with new situations. Occasionally, we as individuals, in a complicated cognitive and sometimes fortuitous process,…

物理与社会 · 物理学 2017-01-05 Vittorio Loreto , Vito D. P. Servedio , Steven H. Strogatz , Francesca Tria

When following a sequence - such as reading a text or tracking a user's activity - one can measure how the "dictionary" of distinct elements (types) grows with the number of observations (tokens). When this growth follows a power law, it is…

物理与社会 · 物理学 2026-04-21 Célestin Zimmerlin , Thomas Louail , Manuel Moussallam , Marc Barthelemy
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