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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...

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Detalles Bibliográficos
Autores principales: Kim, Young Bin, Lee, Sang Hyeok, Kang, Shin Jin, Choi, Myung Jin, Lee, Jung, Kim, Chang Hun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
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.
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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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