On macro and micro exploration of hashtag diffusion in Twitter

This exploratory work studies hashtag diffusion in Twitter. The analysis is conducted from two aspects. From the macro perspective, we study general properties of hashtag diffusion, and classify hashtags into three main classes based on their temporal dynamics referred as 'single spike', &...

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Main Authors: WANG, Yazhe, ZHENG, Baihua
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2014
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Online Access:https://ink.library.smu.edu.sg/sis_research/3584
https://ink.library.smu.edu.sg/context/sis_research/article/4585/viewcontent/MacroMicroHashtagDiffusionTwitter_2014.pdf
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Institution: Singapore Management University
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spelling sg-smu-ink.sis_research-45852020-04-01T06:33:04Z On macro and micro exploration of hashtag diffusion in Twitter WANG, Yazhe ZHENG, Baihua This exploratory work studies hashtag diffusion in Twitter. The analysis is conducted from two aspects. From the macro perspective, we study general properties of hashtag diffusion, and classify hashtags into three main classes based on their temporal dynamics referred as 'single spike', 'multi-spikes', and 'fluctuation', and find that each of these classes has some unique characteristics. From the micro perspective, we investigate individual diffusion.We adopt Edelman's 'topology of influence' theory to identify four type of users with different influence levels in diffusion based on their dynamic retweet behaviors. The results of our study are useful for gaining more insights of information diffusion in Twitter. 2014-08-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/3584 info:doi/10.1109/ASONAM.2014.6921598 https://ink.library.smu.edu.sg/context/sis_research/article/4585/viewcontent/MacroMicroHashtagDiffusionTwitter_2014.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University hashtag information diffusion Twitter Databases and Information Systems Social Media
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic hashtag
information diffusion
Twitter
Databases and Information Systems
Social Media
spellingShingle hashtag
information diffusion
Twitter
Databases and Information Systems
Social Media
WANG, Yazhe
ZHENG, Baihua
On macro and micro exploration of hashtag diffusion in Twitter
description This exploratory work studies hashtag diffusion in Twitter. The analysis is conducted from two aspects. From the macro perspective, we study general properties of hashtag diffusion, and classify hashtags into three main classes based on their temporal dynamics referred as 'single spike', 'multi-spikes', and 'fluctuation', and find that each of these classes has some unique characteristics. From the micro perspective, we investigate individual diffusion.We adopt Edelman's 'topology of influence' theory to identify four type of users with different influence levels in diffusion based on their dynamic retweet behaviors. The results of our study are useful for gaining more insights of information diffusion in Twitter.
format text
author WANG, Yazhe
ZHENG, Baihua
author_facet WANG, Yazhe
ZHENG, Baihua
author_sort WANG, Yazhe
title On macro and micro exploration of hashtag diffusion in Twitter
title_short On macro and micro exploration of hashtag diffusion in Twitter
title_full On macro and micro exploration of hashtag diffusion in Twitter
title_fullStr On macro and micro exploration of hashtag diffusion in Twitter
title_full_unstemmed On macro and micro exploration of hashtag diffusion in Twitter
title_sort on macro and micro exploration of hashtag diffusion in twitter
publisher Institutional Knowledge at Singapore Management University
publishDate 2014
url https://ink.library.smu.edu.sg/sis_research/3584
https://ink.library.smu.edu.sg/context/sis_research/article/4585/viewcontent/MacroMicroHashtagDiffusionTwitter_2014.pdf
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