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Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible

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 scaling of fluctuations for systems as diverse as written texts...

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Autores principales: Tria, Francesca, Loreto, Vittorio, Servedio, Vito D. P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512314/
https://www.ncbi.nlm.nih.gov/pubmed/33265841
http://dx.doi.org/10.3390/e20100752
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author Tria, Francesca
Loreto, Vittorio
Servedio, Vito D. P.
author_facet Tria, Francesca
Loreto, Vittorio
Servedio, Vito D. P.
author_sort Tria, Francesca
collection PubMed
description 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 scaling of fluctuations for systems as diverse as written texts and cities, ecological systems and stock markets. Many modeling schemes have been proposed in literature to explain those laws, but only recently a modeling framework has been introduced that accounts for the emergence of those laws without deducing the emergence of one of the laws from the others or without ad hoc assumptions. This modeling framework is based on the concept of adjacent possible space and its key feature of being dynamically restructured while its boundaries get explored, i.e., conditional to the occurrence of novel events. Here, we illustrate this approach and show how this simple modeling framework, instantiated through a modified Pólya’s urn model, is able to reproduce Zipf’s, Heaps’ and Taylor’s laws within a unique self-consistent scheme. In addition, the same modeling scheme embraces other less common evolutionary laws (Hoppe’s model and Dirichlet processes) as particular cases.
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spelling pubmed-75123142020-11-09 Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible Tria, Francesca Loreto, Vittorio Servedio, Vito D. P. Entropy (Basel) Article 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 scaling of fluctuations for systems as diverse as written texts and cities, ecological systems and stock markets. Many modeling schemes have been proposed in literature to explain those laws, but only recently a modeling framework has been introduced that accounts for the emergence of those laws without deducing the emergence of one of the laws from the others or without ad hoc assumptions. This modeling framework is based on the concept of adjacent possible space and its key feature of being dynamically restructured while its boundaries get explored, i.e., conditional to the occurrence of novel events. Here, we illustrate this approach and show how this simple modeling framework, instantiated through a modified Pólya’s urn model, is able to reproduce Zipf’s, Heaps’ and Taylor’s laws within a unique self-consistent scheme. In addition, the same modeling scheme embraces other less common evolutionary laws (Hoppe’s model and Dirichlet processes) as particular cases. MDPI 2018-09-30 /pmc/articles/PMC7512314/ /pubmed/33265841 http://dx.doi.org/10.3390/e20100752 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Tria, Francesca
Loreto, Vittorio
Servedio, Vito D. P.
Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible
title Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible
title_full Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible
title_fullStr Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible
title_full_unstemmed Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible
title_short Zipf’s, Heaps’ and Taylor’s Laws are Determined by the Expansion into the Adjacent Possible
title_sort zipf’s, heaps’ and taylor’s laws are determined by the expansion into the adjacent possible
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512314/
https://www.ncbi.nlm.nih.gov/pubmed/33265841
http://dx.doi.org/10.3390/e20100752
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