Dark retweets: investigating non-conventional retweeting patterns
Azman, Norhidayah, Millard, David E. and Weal, Mark J. (2012) Dark retweets: investigating non-conventional retweeting patterns. In, 4th International Conference on Social Informatics, Lausanne, CH, 05 - 07 Dec 2012. 14pp.
Retweets are an important mechanism for recognising propagation of information on the Twitter social media platform. However, many retweets do not use the official retweet mechanism, or even community established conventions, and these "dark retweets" are not accounted for in many existing analysis. In this paper, a comprehensive matrix of tweet propagation is presented to show the different nuances of retweeting, based on seven characteristics: whether it is proprietary, the mechanism used, whether it is directed to followers or non-followers, whether it mentions other users, if it is explicitly propagating another tweet, if it links to an original tweet, and what is the audience it is pushed to. Based on this matrix and two assumptions of retweetability, the degrees of a retweet's "darkness" can be determined. This matrix was evaluated over 2.3 million tweets and it was found that dark retweets amounted to 12.86% (for search results less than 1500 tweets per URL) and 24.7% (for search results including more than 1500 tweets per URL) respectively. By extrapolating these results with those found in existing studies, potentially thousands of retweets may be hidden from existing studies on retweets.
|Item Type:||Conference or Workshop Item (Paper)|
|Subjects:||H Social Sciences > HE Transportation and Communications
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
|Divisions:||Faculty of Physical and Applied Science > Electronics and Computer Science > Web & Internet Science
|Date Deposited:||23 Oct 2012 13:14|
|Last Modified:||25 Feb 2013 16:53|
|Contributors:||Azman, Norhidayah (Author)
Millard, David E. (Author)
Weal, Mark J. (Author)
|Further Information:||Google Scholar|
|RDF:||RDF+N-Triples, RDF+N3, RDF+XML, Browse.|
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