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相关论文: Zipf's Law Leads to Heaps' Law: Analyzing Their Re…

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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…

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

The growth dynamics of complex systems often exhibit statistical regularities involving power-law relationships. For real finite complex systems formed by countable tokens (animals, words) as instances of distinct types (species, dictionary…

物理与社会 · 物理学 2026-03-31 Pablo Rosillo-Rodes , Laurent Hébert-Dufresne , Peter Sheridan Dodds

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

The rank-size regularity known as Zipf's law is one of scaling laws and frequently observed within the natural living world and in social institutions. Many scientists tried to derive the rank-size scaling relation by entropy-maximizing…

物理与社会 · 物理学 2018-12-21 Yanguang Chen

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

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

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

Most of various large-size complex systems in nature and society can be well described as complex networks (graphs) to better understand the evolutional mechanisms and dynamical functions behind themselves. Of some part follow scale-free…

物理与社会 · 物理学 2023-08-08 Fei Ma

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

We inspect the deductive connection between the neural scaling law and Zipf's law -- two statements discussed in machine learning and quantitative linguistics. The neural scaling law describes how the cross entropy rate of a foundation…

信息论 · 计算机科学 2025-12-23 Łukasz Dębowski

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, Heaps' and Taylor's laws are ubiquitous in many different systems where innovation processes are at play. Together, they represent a compelling set of stylized facts regarding the overall statistics, the innovation rate and the…

物理与社会 · 物理学 2018-11-14 Francesca Tria , Vittorio Loreto , Vito D. P. Servedio

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

As the most fundamental empirical law, Zipf's law has been studied from many aspects. But its meaning is still an open problem. Some models have been constructed to explain Zipf's law. In the letter, a new concept named nonsymmetric entropy…

无序系统与神经网络 · 物理学 2007-05-23 Chengshi Liu

The empirical studies of city-size distribution show that Zipf's law and the hierarchical scaling law are linked in many ways. The rank-size scaling and hierarchical scaling seem to be two different sides of the same coin, but their…

物理与社会 · 物理学 2018-12-21 Yanguang Chen

Some authors have recently argued that a finite-size scaling law for the text-length dependence of word-frequency distributions cannot be conceptually valid. Here we give solid quantitative evidence for the validity of such scaling law,…

数据分析、统计与概率 · 物理学 2018-04-12 Alvaro Corral , Francesc Font-Clos

Zipf's power law is a general empirical regularity found in many natural and social systems. A recently developed theory predicts that Zipf's law corresponds to systems that are growing according to a maximally sustainable path in the…

物理与社会 · 物理学 2015-05-19 Qunzhi Zhang , Didier Sornette

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
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