Islamic view towards Bitcoin

This paper proposes to analyze the agent behavior by means of big data extracted from the search engine « Google trends » and Twitter API to visualize the emotions and the manner of thinking about « Bitcoin » in the Islamic context. Two kinds of sentiment measures are constructed. The first is based...

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Bibliographic Details
Main Authors: Emna MNIF, Anis JARBOUI
Format: Article
Language:English
Published: Università degli Studi di Torino 2020-10-01
Series:European Journal of Islamic Finance
Subjects:
Online Access:https://www.ojs.unito.it/index.php/EJIF/article/view/3845
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spelling doaj-dcac0de2a8d14abab9e2e25e8e470d422021-02-12T20:37:05ZengUniversità degli Studi di TorinoEuropean Journal of Islamic Finance2421-21722421-21722020-10-012020: Second Special Issue for EJIF Workshop19https://doi.org/10.13135/2421-2172/3845Islamic view towards BitcoinEmna MNIFAnis JARBOUIThis paper proposes to analyze the agent behavior by means of big data extracted from the search engine « Google trends » and Twitter API to visualize the emotions and the manner of thinking about « Bitcoin » in the Islamic context. Two kinds of sentiment measures are constructed. The first is based on the search query of the word « Bitcoin » with religious connotation all over the world from 14/04/2017 to 14/04/2018 in weekly frequency. The second is built on twitter data from 03/04/2018 to 13/04/2018, by using a Bayesian machine learning device exploiting deep natural language processing modules to assign emotions and sentiment orientations. In the next step, the Granger causality analysis is used to investigate the hypothesis that this sentiment causes the volatility and the returns of « Bitcoin ». The results show that, at a first-level that twitter users of the word « Islamic Bitcoin » improve positive sentiment. Secondly, the Twitter sentiment measure has a significant effect on lagged Bitcoin returns and volatility. Furthermore, this sentimental variable Granger causes Bitcoin returns and volatility. This study contributes to the literature by studying the influence of the doctrinal view towards Bitcoin on his prices dynamics. Knowing that Bitcoin is a new financial asset and there is a large debate on his compliance with shariah.https://www.ojs.unito.it/index.php/EJIF/article/view/3845bitcoinmicrobloggingsentiment analysistext minigislamic finance
collection DOAJ
language English
format Article
sources DOAJ
author Emna MNIF
Anis JARBOUI
spellingShingle Emna MNIF
Anis JARBOUI
Islamic view towards Bitcoin
European Journal of Islamic Finance
bitcoin
microblogging
sentiment analysis
text minig
islamic finance
author_facet Emna MNIF
Anis JARBOUI
author_sort Emna MNIF
title Islamic view towards Bitcoin
title_short Islamic view towards Bitcoin
title_full Islamic view towards Bitcoin
title_fullStr Islamic view towards Bitcoin
title_full_unstemmed Islamic view towards Bitcoin
title_sort islamic view towards bitcoin
publisher Università degli Studi di Torino
series European Journal of Islamic Finance
issn 2421-2172
2421-2172
publishDate 2020-10-01
description This paper proposes to analyze the agent behavior by means of big data extracted from the search engine « Google trends » and Twitter API to visualize the emotions and the manner of thinking about « Bitcoin » in the Islamic context. Two kinds of sentiment measures are constructed. The first is based on the search query of the word « Bitcoin » with religious connotation all over the world from 14/04/2017 to 14/04/2018 in weekly frequency. The second is built on twitter data from 03/04/2018 to 13/04/2018, by using a Bayesian machine learning device exploiting deep natural language processing modules to assign emotions and sentiment orientations. In the next step, the Granger causality analysis is used to investigate the hypothesis that this sentiment causes the volatility and the returns of « Bitcoin ». The results show that, at a first-level that twitter users of the word « Islamic Bitcoin » improve positive sentiment. Secondly, the Twitter sentiment measure has a significant effect on lagged Bitcoin returns and volatility. Furthermore, this sentimental variable Granger causes Bitcoin returns and volatility. This study contributes to the literature by studying the influence of the doctrinal view towards Bitcoin on his prices dynamics. Knowing that Bitcoin is a new financial asset and there is a large debate on his compliance with shariah.
topic bitcoin
microblogging
sentiment analysis
text minig
islamic finance
url https://www.ojs.unito.it/index.php/EJIF/article/view/3845
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