NDLI: SimRank: A link analysis based blogger recommendation algorithm using text similarity

Content Provider	IEEE Xplore Digital Library
Author	Chang Sun Bing-Quan Liu Cheng-Jie Sun De-Yuan Zhang Xiao-Long Wang
Copyright Year	2010
Description	Author affiliation: School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, China (Chang Sun; Bing-Quan Liu; Cheng-Jie Sun; De-Yuan Zhang; Xiao-Long Wang)
Abstract	Blogs have influenced our life profoundly and people preferred to subscribe to influential bloggers they are interested in. Hence, the identification of influential bloggers automatically has become an important task. Previous researches focus on the blog sites in which there exist abundant hyperlinks, but their methods can not scale to ones that have few hyperlinks. In this paper, we propose a novel algorithm called SimRank to recommend influential bloggers. Our algorithm is based on the observation that the reproduction of blog posts and similar contents is common in blogosphere, which form implicit links between bloggers. By measuring the text similarity of the blog posts, we create link graph between bloggers, and adopt the PageRank algorithm to rank the importance of bloggers. Experimental results indicate that our proposed algorithm is effective in recommending bloggers.
Starting Page	3368
Ending Page	3373
File Size	246125
Page Count	6
File Format	PDF
ISBN	9781424465262
e-ISBN	9781424465279
DOI	10.1109/ICMLC.2010.5580682
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2010-07-11
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Blogs Search engines Machine learning algorithms Algorithm design and analysis Mathematical model Equations Machine learning Link Analysis Influential Blogger SimRank Text Similarity
Content Type	Text
Resource Type	Article

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

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