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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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. |
format | Online Article Text |
id | pubmed-4555649 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ramosmarlon statisticalpatternsinmovieratingbehavior AT calvaoangelom statisticalpatternsinmovieratingbehavior AT anteneodocelia statisticalpatternsinmovieratingbehavior |