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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2014
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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 |
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hashtag information diffusion Databases and Information Systems Social Media WANG, Yazhe ZHENG, Baihua On macro and micro exploration of hashtag diffusion in Twitter |
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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. |
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text |
author |
WANG, Yazhe ZHENG, Baihua |
author_facet |
WANG, Yazhe ZHENG, Baihua |
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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 |
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Institutional Knowledge at Singapore Management University |
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2014 |
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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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