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Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures

We investigate the laws governing people’s decisions and interactions by studying the collective dynamics of a well-documented social activity for which there exist ample records of the perceived quality: the attendance to movie theaters in the US. We picture the flows of attendance as impulses or “...

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Detalles Bibliográficos
Autores principales: Escobar, Juan V., Sornette, Didier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4303319/
https://www.ncbi.nlm.nih.gov/pubmed/25612292
http://dx.doi.org/10.1371/journal.pone.0116811
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author Escobar, Juan V.
Sornette, Didier
author_facet Escobar, Juan V.
Sornette, Didier
author_sort Escobar, Juan V.
collection PubMed
description We investigate the laws governing people’s decisions and interactions by studying the collective dynamics of a well-documented social activity for which there exist ample records of the perceived quality: the attendance to movie theaters in the US. We picture the flows of attendance as impulses or “shocks” driven by external factors that in turn can create new cascades of attendances through direct recommendations whose effectiveness depends on the perceived quality of the movies. This corresponds to an epidemic branching model comprised of a decaying exponential function determining the time between cause and action, and a cascade of actions triggered by previous ones. We find that the vast majority of the ~3,500 movies studied fit our model remarkably well. From our results, we are able to translate a subjective concept such as movie quality into a probability of the deriving individual activity, and from it we build concrete quantitative predictions. Our analysis opens up the possibility of understanding other collective dynamics for which the perceived quality or appeal of an action is also known.
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spelling pubmed-43033192015-01-30 Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures Escobar, Juan V. Sornette, Didier PLoS One Research Article We investigate the laws governing people’s decisions and interactions by studying the collective dynamics of a well-documented social activity for which there exist ample records of the perceived quality: the attendance to movie theaters in the US. We picture the flows of attendance as impulses or “shocks” driven by external factors that in turn can create new cascades of attendances through direct recommendations whose effectiveness depends on the perceived quality of the movies. This corresponds to an epidemic branching model comprised of a decaying exponential function determining the time between cause and action, and a cascade of actions triggered by previous ones. We find that the vast majority of the ~3,500 movies studied fit our model remarkably well. From our results, we are able to translate a subjective concept such as movie quality into a probability of the deriving individual activity, and from it we build concrete quantitative predictions. Our analysis opens up the possibility of understanding other collective dynamics for which the perceived quality or appeal of an action is also known. Public Library of Science 2015-01-22 /pmc/articles/PMC4303319/ /pubmed/25612292 http://dx.doi.org/10.1371/journal.pone.0116811 Text en © 2015 Escobar, Sornette http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Escobar, Juan V.
Sornette, Didier
Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures
title Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures
title_full Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures
title_fullStr Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures
title_full_unstemmed Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures
title_short Dynamical Signatures of Collective Quality Grading in a Social Activity: Attendance to Motion Pictures
title_sort dynamical signatures of collective quality grading in a social activity: attendance to motion pictures
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4303319/
https://www.ncbi.nlm.nih.gov/pubmed/25612292
http://dx.doi.org/10.1371/journal.pone.0116811
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