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Statistical Patterns in Movie Rating Behavior

Currently, users and consumers can review and rate products through online services, which provide huge databases that can be used to explore people’s preferences and unveil behavioral patterns. In this work, we investigate patterns in movie ratings, considering IMDb (the Internet Movie Database), a...

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Detalles Bibliográficos
Autores principales: Ramos, Marlon, Calvão, Angelo M., Anteneodo, Celia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4555649/
https://www.ncbi.nlm.nih.gov/pubmed/26322899
http://dx.doi.org/10.1371/journal.pone.0136083
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author Ramos, Marlon
Calvão, Angelo M.
Anteneodo, Celia
author_facet Ramos, Marlon
Calvão, Angelo M.
Anteneodo, Celia
author_sort Ramos, Marlon
collection PubMed
description Currently, users and consumers can review and rate products through online services, which provide huge databases that can be used to explore people’s preferences and unveil behavioral patterns. In this work, we investigate patterns in movie ratings, considering IMDb (the Internet Movie Database), a highly visited site worldwide, as a source. We find that the distribution of votes presents scale-free behavior over several orders of magnitude, with an exponent very close to 3/2, with exponential cutoff. It is remarkable that this pattern emerges independently of movie attributes such as average rating, age and genre, with the exception of a few genres and of high-budget films. These results point to a very general underlying mechanism for the propagation of adoption across potential audiences that is independent of the intrinsic features of a movie and that can be understood through a simple spreading model with mean-field avalanche dynamics.
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spelling pubmed-45556492015-09-10 Statistical Patterns in Movie Rating Behavior Ramos, Marlon Calvão, Angelo M. Anteneodo, Celia PLoS One Research Article Currently, users and consumers can review and rate products through online services, which provide huge databases that can be used to explore people’s preferences and unveil behavioral patterns. In this work, we investigate patterns in movie ratings, considering IMDb (the Internet Movie Database), a highly visited site worldwide, as a source. We find that the distribution of votes presents scale-free behavior over several orders of magnitude, with an exponent very close to 3/2, with exponential cutoff. It is remarkable that this pattern emerges independently of movie attributes such as average rating, age and genre, with the exception of a few genres and of high-budget films. These results point to a very general underlying mechanism for the propagation of adoption across potential audiences that is independent of the intrinsic features of a movie and that can be understood through a simple spreading model with mean-field avalanche dynamics. Public Library of Science 2015-08-31 /pmc/articles/PMC4555649/ /pubmed/26322899 http://dx.doi.org/10.1371/journal.pone.0136083 Text en © 2015 Ramos et al 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
Ramos, Marlon
Calvão, Angelo M.
Anteneodo, Celia
Statistical Patterns in Movie Rating Behavior
title Statistical Patterns in Movie Rating Behavior
title_full Statistical Patterns in Movie Rating Behavior
title_fullStr Statistical Patterns in Movie Rating Behavior
title_full_unstemmed Statistical Patterns in Movie Rating Behavior
title_short Statistical Patterns in Movie Rating Behavior
title_sort statistical patterns in movie rating behavior
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4555649/
https://www.ncbi.nlm.nih.gov/pubmed/26322899
http://dx.doi.org/10.1371/journal.pone.0136083
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