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Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis
In this paper, we present a method for predicting the value of virtual currencies used in virtual gaming environments that support multiple users, such as massively multiplayer online role-playing games (MMORPGs). Predicting virtual currency values in a virtual gaming environment has rarely been exp...
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/PMC4524693/ https://www.ncbi.nlm.nih.gov/pubmed/26241496 http://dx.doi.org/10.1371/journal.pone.0132944 |
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author | Kim, Young Bin Lee, Sang Hyeok Kang, Shin Jin Choi, Myung Jin Lee, Jung Kim, Chang Hun |
author_facet | Kim, Young Bin Lee, Sang Hyeok Kang, Shin Jin Choi, Myung Jin Lee, Jung Kim, Chang Hun |
author_sort | Kim, Young Bin |
collection | PubMed |
description | In this paper, we present a method for predicting the value of virtual currencies used in virtual gaming environments that support multiple users, such as massively multiplayer online role-playing games (MMORPGs). Predicting virtual currency values in a virtual gaming environment has rarely been explored; it is difficult to apply real-world methods for predicting fluctuating currency values or shares to the virtual gaming world on account of differences in domains between the two worlds. To address this issue, we herein predict virtual currency value fluctuations by collecting user opinion data from a virtual community and analyzing user sentiments or emotions from the opinion data. The proposed method is straightforward and applicable to predicting virtual currencies as well as to gaming environments, including MMORPGs. We test the proposed method using large-scale MMORPGs and demonstrate that virtual currencies can be effectively and efficiently predicted with it. |
format | Online Article Text |
id | pubmed-4524693 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-45246932015-08-06 Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis Kim, Young Bin Lee, Sang Hyeok Kang, Shin Jin Choi, Myung Jin Lee, Jung Kim, Chang Hun PLoS One Research Article In this paper, we present a method for predicting the value of virtual currencies used in virtual gaming environments that support multiple users, such as massively multiplayer online role-playing games (MMORPGs). Predicting virtual currency values in a virtual gaming environment has rarely been explored; it is difficult to apply real-world methods for predicting fluctuating currency values or shares to the virtual gaming world on account of differences in domains between the two worlds. To address this issue, we herein predict virtual currency value fluctuations by collecting user opinion data from a virtual community and analyzing user sentiments or emotions from the opinion data. The proposed method is straightforward and applicable to predicting virtual currencies as well as to gaming environments, including MMORPGs. We test the proposed method using large-scale MMORPGs and demonstrate that virtual currencies can be effectively and efficiently predicted with it. Public Library of Science 2015-08-04 /pmc/articles/PMC4524693/ /pubmed/26241496 http://dx.doi.org/10.1371/journal.pone.0132944 Text en © 2015 Kim 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 Kim, Young Bin Lee, Sang Hyeok Kang, Shin Jin Choi, Myung Jin Lee, Jung Kim, Chang Hun Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis |
title | Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis |
title_full | Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis |
title_fullStr | Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis |
title_full_unstemmed | Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis |
title_short | Virtual World Currency Value Fluctuation Prediction System Based on User Sentiment Analysis |
title_sort | virtual world currency value fluctuation prediction system based on user sentiment analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4524693/ https://www.ncbi.nlm.nih.gov/pubmed/26241496 http://dx.doi.org/10.1371/journal.pone.0132944 |
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