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Post ranking in a blogosphere: algorithms and evaluation

Published: 27 March 2015 Publication History

Abstract

Existing algorithms of post ranking in a blogosphere do not consider the information on categories and timestamps of posts, which is valuable to improve the accuracy of post rankings. The category, created by a blogger, implies her/his interesting topics, and the timestamps, which indicates the creation times of a post and a blog action, are closely related to the quality of a post. In this paper, we propose three strategies that exploit the information related to the categories and timestamps, and address how to apply it to four existing post ranking algorithms, i.e., PostRank, BAITS, BloggerAVG, and PBFS. We evaluate the accuracy of these algorithms by conducting extensive experiments using real-world blog data. The results show that our strategies help each algorithm improve the accuracy.

References

[1]
E. Adar, L. Zhang, L. Adamic, and R. Lukose, "Implicit Structure and the Dynamics of Blogspace," In Workshop on the Weblogging Ecosystem at the 13th Int'l Conf. on World Wide Web, WWW, 2004.
[2]
K. Apostolos, S. Martha, and V. Iraklis, "BlogRank: Ranking on the Blogosphere," In Proc. of the Int'l Workshop on Weblogs and Social Media, ICWSM, pp. 2--3, 2006.
[3]
A. T. Mohamad, S. M. Hashemi, and M. Ali, "B2Rank: An Algorithm for Ranking Blogs Based on Behavioral Features," In Proc. of the IEEE/WIC/ACM Int'l Conf. on Web Intelligence, pp. 104--107, 2007.
[4]
A. Kritikopoulos, M. Sideri, and I. Varlamis, "BlogRank: Ranking Weblogs Based on Connectivity and Similarity Features," In Proc. of the 2nd Int'l Workshop on Advanced Architectures and Algorithms for Internet delivery and applications, 2006.
[5]
K. Fujimura, T. Inoue, and M. Sugisaki, "The Eigenrumor Algorithm for Ranking Blogs," In Proc. of the 14th Int'l Conf. on World Wide Web, WWW, pp. 104--107, 2005.
[6]
W. Hwang, Y. Do, and S. Kim, "Post Ranking in a Blogosphere with a Scrap Function: Algorithms and Performance Evaluation," Journal of KIPS: Korea Information Processing Society, vol. 2011, no. 2, pp. 101--110, 2011.
[7]
A. Borodin et al., "Link Analysis Ranking: Algorithms, Theory, and Experiments," ACM Transactions on Internet Technology, vol. 5, no. 1, pp. 231--297, 2005.
[8]
S. Brin and L. Page, "The Anatomy of a Large-scale Hypertextual Web Search Engine," In Proc. of the 7th Int'l Conf. on World Wide Web, WWW, pp. 107--117, 1998.
[9]
J. Kleinberg, "Authoritative Sources in a Hyperlinked Environment," In Proc. of the 9th ACM-SIAM Symp. on Discrete Algorithms, pp. 668--677, 1998.
[10]
R. Lempel and S. Morgan, "The Stochastic Approach for Link-Structure Analysis (SALSA) and the TKC Effect," In Proc. of the 9th Int'l Conf. on World Wide Web, WWW, pp. 387--401, 2000.
[11]
K. Bharat and M. Henzinger, "Improved Algorithms for Topic Distillation in a Hyperlinked Environment," In Proc. of the 21st Int'l ACM SIGIR Conf. on Research and Development in Information Retrieval, SIGIR, pp. 104--111, 1998.
[12]
M. Diligenti, M. Gori, and M. Maggini, "Web Page Scoring Systems for Horizontal and Vertical Search," In Proc. of the 11th Int'l Conf. on World Wide Web, WWW, pp. 508--516, 2002.
[13]
P. Lynch et al., "An Evaluation of New and Old Similarity Ranking Algorithms," In Proc. Int'l Conf. on Information Technology: Coding and Computing, pp. 148--149, 2004.
[14]
V. Rijsbergen, Information Retrieval. 2nd Edition, 1979.
[15]
S. Chakrabarti, Mining the Web: Discovering Knowledge from Hypertext Data, Morgan-Kaufmann Publishers, 2002.

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  1. Post ranking in a blogosphere: algorithms and evaluation

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      Published In

      cover image ACM SIGAPP Applied Computing Review
      ACM SIGAPP Applied Computing Review  Volume 15, Issue 1
      March 2015
      38 pages
      ISSN:1559-6915
      EISSN:1931-0161
      DOI:10.1145/2753060
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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 27 March 2015
      Published in SIGAPP Volume 15, Issue 1

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      Author Tags

      1. blog
      2. blog action
      3. blogosphere
      4. category
      5. post ranking algorithm
      6. time interval

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