DocumentCode :
658358
Title :
Identifying Domain Experts in the Blogosphere -- Ranking Blogs Based on Topic Consistency
Author :
Berger, P. ; Hennig, Philipp ; Meinel, Christoph
Author_Institution :
Hasso-Plattner-Inst., Potsdam, Germany
Volume :
1
fYear :
2013
fDate :
17-20 Nov. 2013
Firstpage :
252
Lastpage :
259
Abstract :
Current ranking algorithms, such as Page Rank, Technorati authority, and BI-Impact, favor blogs that report on a diversity of topics since those attract a large audience and thus more visitors, links, and comments. On the other side, niche blogs with a very specific topic only attract a small audience and thus have only a small reach. This results in a low ranking from today´s blog retrieval systems. We argue that the consistency of a blog, i.e. how focused an author reports on a single topic, is a sign for expert knowledge. To find these blogs is particular important for other domain experts to identify blogs that they would like to follow and stay in active contact. To ease the retrieval of expert blogs, i.e. to separate them from the mass of blogs that report on random topics, we introduce a metric for blogs based on topic consistency. We divide the consistency ranking in four different aspects: (1) intra-post, (2) inter-post, (3) intra-blog, and (4) inter-blog consistency. By evaluating the metric with a test data set of 12,000 crawled blogs, we demonstrate the plausibility of our approach.
Keywords :
Web sites; data integrity; information retrieval; software metrics; blog consistency; blogosphere; crawled blogs; domain expert identification; expert blog retrieval systems; interblog consistency ranking; interpost consistency ranking; intrablog consistency ranking; intrapost consistency ranking; metric evaluation; test data; topic consistency; Blogs; Joining processes; Market research; Measurement; Media; Publishing; Vectors; Blog Analysis; Experts; Ranking; Social Media; Topic Consistency; Web Mining; Weblogs;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2013 IEEE/WIC/ACM International Joint Conferences on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4799-2902-3
Type :
conf
DOI :
10.1109/WI-IAT.2013.37
Filename :
6690023
Link To Document :
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