DocumentCode :
3436593
Title :
Application of Linkclus in blogosphere
Author :
Yoon, Seok-Ho ; Song, Suk-Soon ; Kim, Sang-Wook ; Ha, Jiwoon ; Lee, Junghoon ; Kim, Hanil
Author_Institution :
Dept. of Electron. & Comput. Eng., Hanyang Univ., Seoul, South Korea
fYear :
2010
fDate :
24-26 Sept. 2010
Firstpage :
95
Lastpage :
99
Abstract :
This paper addresses clustering of blog users and posts in blogosphere. First, we model blogosphere as a bipartite graph where blog users and posts correspond to nodes of two types and actions on posts performed by blog users corresponds to links. Next, for clustering in blogosphere, we employ LinkClus, a link-based algorithm that finds clusters of nodes in a network effectively and efficiently. For more accurate clustering, we propose two refinements: (1) change of granularity from blog users to folders, and (2) removal of blog users and posts being highly likely to incur noises. Finally, we verify the effectiveness of the proposed approach by showing how the posts and blog users in the same cluster are similar to one another in terms of their contents.
Keywords :
Web sites; data mining; pattern clustering; LinkClus; bipartite graph; blog user; blogosphere; link based algorithm; Accuracy; Bipartite graph; Clustering algorithms; Data mining; Information services; Internet; Web sites; blogosphere; data mining; link-based clustering;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Network Infrastructure and Digital Content, 2010 2nd IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-6851-5
Type :
conf
DOI :
10.1109/ICNIDC.2010.5657906
Filename :
5657906
Link To Document :
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