Abstract
This paper analyze the influence of the relations among blogs on users’ browsing behavior assuming that users’ activities can be predict by the relations on the blog network. We define the measure for two-hop relations as a factor to influence activities, and check the correlation between them or with users’ behavior by using blog data including visiting behavior. Attempting to determine the relations on which users read the blogs with interest as a helpful information for page recommendation, we conduct the experiments with a machine learning. As a result, even though the performance is not very high, we get the effective factors for prediction.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Golbeck, J., Hendler, J.: Accuracy of Metrics for Inferring Trust and Reputation in Semantic Web-based Social Networks. In: The 14th International Conference on Knowledge Engineering and Knowledge Management (2004)
Kumar, R., Novak, J., Raghavan, P., Tomkins, A.: On the Bursty Evolution of Blogspace. In: The 12th International World Wide Web Conference (2003)
Glance, N., Hurst, M., Tomokiyo, T.: BlogPulse: Automated Trend Discovery for Weblogs. In: Workshop on the Weblogging Ecosystem, The 13th International World Wide Web Conference (2004)
Nanno, T., Suzuki, Y., Fujiki, T., Okumura, M.: Automatic Collection and Monitoring of Japanese Weblogs. In: The 13th International World Wide Web Conference (2004)
Adar, E., Adamic, L.A.: Tracking Information Epidemic in Blogspace. Web Intelligence (2005)
Adar, E., Zhang, L., Adamic, L.A., Lukose, R.M.: Implicit Structure and the Dynamics of Blogspace. In: The 13th International World Wide Web Conference (2004)
Page, L., Brin, S., Motwani, R., Winograd, T.: The Pagerank Citation Ranking: Bringing Order to the Web. Technical report, Stanford University (1999)
Kleinberg, J.M.: Authoritative sources in a hyperlinked environment. Journal of the ACM 46, 604–632 (1999)
Fujimura, K., Inoue, T., Sugisaki, M.: The EigenRumor Algorithm for Ranking Blogs. In: The 14th International World Wide Web Conference (2005)
Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2006 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Furukawa, T., Matsuzawa, T., Matsuo, Y., Uchiyama, K., Takeda, M. (2006). Behavioral Analysis Based on Relations in Weblogs. In: Mizoguchi, R., Shi, Z., Giunchiglia, F. (eds) The Semantic Web – ASWC 2006. ASWC 2006. Lecture Notes in Computer Science, vol 4185. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11836025_17
Download citation
DOI: https://doi.org/10.1007/11836025_17
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-38329-1
Online ISBN: 978-3-540-38331-4
eBook Packages: Computer ScienceComputer Science (R0)