What makes a music track popular in online social networks?
Tens of thousands of music tracks are uploaded to the Internet every day through social networks that focus on music and videos, as well as portal websites. While some of the content has been popular for decades, some tracks that have just been released have been completely ignored. So what makes a...
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2016
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sg-smu-ink.sis_research-49612018-03-14T03:16:10Z What makes a music track popular in online social networks? REN, Jing SHEN, Jialie KAUFFMAN, Robert John Tens of thousands of music tracks are uploaded to the Internet every day through social networks that focus on music and videos, as well as portal websites. While some of the content has been popular for decades, some tracks that have just been released have been completely ignored. So what makes a music track popular? Can we predict the popularity of a music track before it is released? In this research, we will focus on an online music social network, Last.fm, and investigate three key factors of a music track that may have impact on its popularity. They include: the music content, the artist reputation and the social context of the music. The results suggest that we can predict the future popularity of music with around 80% accuracy using just these three factors. We also found out that in the social networks scenario, the content of the music seems to be an surprisingly important factor that determines the popularity of a track online. 2016-04-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/3959 info:doi/10.1145/2872518.2889402 https://ink.library.smu.edu.sg/context/sis_research/article/4961/viewcontent/MusicPopularSocialNetworks_2016_pv.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 music online popularity topic acoustic content ugc Computer Sciences Databases and Information Systems Music Social Media |
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music online popularity topic acoustic content ugc Computer Sciences Databases and Information Systems Music Social Media REN, Jing SHEN, Jialie KAUFFMAN, Robert John What makes a music track popular in online social networks? |
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Tens of thousands of music tracks are uploaded to the Internet every day through social networks that focus on music and videos, as well as portal websites. While some of the content has been popular for decades, some tracks that have just been released have been completely ignored. So what makes a music track popular? Can we predict the popularity of a music track before it is released? In this research, we will focus on an online music social network, Last.fm, and investigate three key factors of a music track that may have impact on its popularity. They include: the music content, the artist reputation and the social context of the music. The results suggest that we can predict the future popularity of music with around 80% accuracy using just these three factors. We also found out that in the social networks scenario, the content of the music seems to be an surprisingly important factor that determines the popularity of a track online. |
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text |
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REN, Jing SHEN, Jialie KAUFFMAN, Robert John |
author_facet |
REN, Jing SHEN, Jialie KAUFFMAN, Robert John |
author_sort |
REN, Jing |
title |
What makes a music track popular in online social networks? |
title_short |
What makes a music track popular in online social networks? |
title_full |
What makes a music track popular in online social networks? |
title_fullStr |
What makes a music track popular in online social networks? |
title_full_unstemmed |
What makes a music track popular in online social networks? |
title_sort |
what makes a music track popular in online social networks? |
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Institutional Knowledge at Singapore Management University |
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2016 |
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https://ink.library.smu.edu.sg/sis_research/3959 https://ink.library.smu.edu.sg/context/sis_research/article/4961/viewcontent/MusicPopularSocialNetworks_2016_pv.pdf |
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