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When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation

Bitcoin is an online currency that is used worldwide to make online payments. It has consequently become an investment vehicle in itself and is traded in a way similar to other open currencies. The ability to predict the price fluctuation of Bitcoin would therefore facilitate future investment and p...

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Detalles Bibliográficos
Autores principales: Kim, Young Bin, Lee, Jurim, Park, Nuri, Choo, Jaegul, Kim, Jong-Hyun, Kim, Chang Hun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5428982/
https://www.ncbi.nlm.nih.gov/pubmed/28498843
http://dx.doi.org/10.1371/journal.pone.0177630
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author Kim, Young Bin
Lee, Jurim
Park, Nuri
Choo, Jaegul
Kim, Jong-Hyun
Kim, Chang Hun
author_facet Kim, Young Bin
Lee, Jurim
Park, Nuri
Choo, Jaegul
Kim, Jong-Hyun
Kim, Chang Hun
author_sort Kim, Young Bin
collection PubMed
description Bitcoin is an online currency that is used worldwide to make online payments. It has consequently become an investment vehicle in itself and is traded in a way similar to other open currencies. The ability to predict the price fluctuation of Bitcoin would therefore facilitate future investment and payment decisions. In order to predict the price fluctuation of Bitcoin, we analyse the comments posted in the Bitcoin online forum. Unlike most research on Bitcoin-related online forums, which is limited to simple sentiment analysis and does not pay sufficient attention to note-worthy user comments, our approach involved extracting keywords from Bitcoin-related user comments posted on the online forum with the aim of analytically predicting the price and extent of transaction fluctuation of the currency. The effectiveness of the proposed method is validated based on Bitcoin online forum data ranging over a period of 2.8 years from December 2013 to September 2016.
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spelling pubmed-54289822017-05-26 When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation Kim, Young Bin Lee, Jurim Park, Nuri Choo, Jaegul Kim, Jong-Hyun Kim, Chang Hun PLoS One Research Article Bitcoin is an online currency that is used worldwide to make online payments. It has consequently become an investment vehicle in itself and is traded in a way similar to other open currencies. The ability to predict the price fluctuation of Bitcoin would therefore facilitate future investment and payment decisions. In order to predict the price fluctuation of Bitcoin, we analyse the comments posted in the Bitcoin online forum. Unlike most research on Bitcoin-related online forums, which is limited to simple sentiment analysis and does not pay sufficient attention to note-worthy user comments, our approach involved extracting keywords from Bitcoin-related user comments posted on the online forum with the aim of analytically predicting the price and extent of transaction fluctuation of the currency. The effectiveness of the proposed method is validated based on Bitcoin online forum data ranging over a period of 2.8 years from December 2013 to September 2016. Public Library of Science 2017-05-12 /pmc/articles/PMC5428982/ /pubmed/28498843 http://dx.doi.org/10.1371/journal.pone.0177630 Text en © 2017 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Kim, Young Bin
Lee, Jurim
Park, Nuri
Choo, Jaegul
Kim, Jong-Hyun
Kim, Chang Hun
When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation
title When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation
title_full When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation
title_fullStr When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation
title_full_unstemmed When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation
title_short When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation
title_sort when bitcoin encounters information in an online forum: using text mining to analyse user opinions and predict value fluctuation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5428982/
https://www.ncbi.nlm.nih.gov/pubmed/28498843
http://dx.doi.org/10.1371/journal.pone.0177630
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