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The production of information in the attention economy

Online traces of human activity offer novel opportunities to study the dynamics of complex knowledge exchange networks, in particular how emergent patterns of collective attention determine what new information is generated and consumed. Can we measure the relationship between demand and supply for...

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Detalles Bibliográficos
Autores principales: Ciampaglia, Giovanni Luca, Flammini, Alessandro, Menczer, Filippo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4437024/
https://www.ncbi.nlm.nih.gov/pubmed/25989177
http://dx.doi.org/10.1038/srep09452
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author Ciampaglia, Giovanni Luca
Flammini, Alessandro
Menczer, Filippo
author_facet Ciampaglia, Giovanni Luca
Flammini, Alessandro
Menczer, Filippo
author_sort Ciampaglia, Giovanni Luca
collection PubMed
description Online traces of human activity offer novel opportunities to study the dynamics of complex knowledge exchange networks, in particular how emergent patterns of collective attention determine what new information is generated and consumed. Can we measure the relationship between demand and supply for new information about a topic? We propose a normalization method to compare attention bursts statistics across topics with heterogeneous distribution of attention. Through analysis of a massive dataset on traffic to Wikipedia, we find that the production of new knowledge is associated to significant shifts of collective attention, which we take as proxy for its demand. This is consistent with a scenario in which allocation of attention toward a topic stimulates the demand for information about it, and in turn the supply of further novel information. However, attention spikes only for a limited time span, during which new content has higher chances of receiving traffic, compared to content created later or earlier on. Our attempt to quantify demand and supply of information, and our finding about their temporal ordering, may lead to the development of the fundamental laws of the attention economy, and to a better understanding of social exchange of knowledge information networks.
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spelling pubmed-44370242015-06-01 The production of information in the attention economy Ciampaglia, Giovanni Luca Flammini, Alessandro Menczer, Filippo Sci Rep Article Online traces of human activity offer novel opportunities to study the dynamics of complex knowledge exchange networks, in particular how emergent patterns of collective attention determine what new information is generated and consumed. Can we measure the relationship between demand and supply for new information about a topic? We propose a normalization method to compare attention bursts statistics across topics with heterogeneous distribution of attention. Through analysis of a massive dataset on traffic to Wikipedia, we find that the production of new knowledge is associated to significant shifts of collective attention, which we take as proxy for its demand. This is consistent with a scenario in which allocation of attention toward a topic stimulates the demand for information about it, and in turn the supply of further novel information. However, attention spikes only for a limited time span, during which new content has higher chances of receiving traffic, compared to content created later or earlier on. Our attempt to quantify demand and supply of information, and our finding about their temporal ordering, may lead to the development of the fundamental laws of the attention economy, and to a better understanding of social exchange of knowledge information networks. Nature Publishing Group 2015-05-19 /pmc/articles/PMC4437024/ /pubmed/25989177 http://dx.doi.org/10.1038/srep09452 Text en Copyright © 2015, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Ciampaglia, Giovanni Luca
Flammini, Alessandro
Menczer, Filippo
The production of information in the attention economy
title The production of information in the attention economy
title_full The production of information in the attention economy
title_fullStr The production of information in the attention economy
title_full_unstemmed The production of information in the attention economy
title_short The production of information in the attention economy
title_sort production of information in the attention economy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4437024/
https://www.ncbi.nlm.nih.gov/pubmed/25989177
http://dx.doi.org/10.1038/srep09452
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