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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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. |
format | Online Article Text |
id | pubmed-5428982 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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