FSKD 2005: Fuzzy Systems and Knowledge Discovery pp 1200-1203 | Cite as
Automatic Creation of Links: An Approach Based on Decision Tree
Abstract
With the dramatic development of web technologies, tremendous amount of information become available to users. The great advantages of the web are the ease with which information can be published and made available to a wide audience, and the ability to organize and connect different resources in a graph-based structure using hyperlinks. However, most of these links are created manually and the page that the link represents must be known to the author of the link. In this paper, we propose a decision-tree-based approach to solve this problem. We set up a system that gathers information about the candidate pages, evaluates them and creates links to them automatically.
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References
- 1.Perkowitz, M., Etizoni, O.: Toward Adaptive Web Sites: Concept and Case Study. Artificial Intelligence Journal 118, 245–275 (2000)MATHCrossRefGoogle Scholar
- 2.Courtenage, S., Williams, S.: Automatic Hyperlink Creation Using P2P and Publish/Subscribe. In: Workshop on Peer-to-Peer and Agent Infrastructures for Knowledge Management, PAIKM (2005)Google Scholar
- 3.Chakrabarti, S., Dom, B., Raghavan, P., Rajagopalan, S., Gibson, D., Kleinberg, J.: Automatic Resource Compilation by Analyzing Hyperlink Structure and Associated Text. In: Proceedings of the Seventh International World Wide Web Conference, WWW7 (1998)Google Scholar
- 4.Page, L., Brin, S., Motwani, R., Winograd, T.: The Pagerank citation ranking: Bringing order to the Web. Technical report, Stanford University (1998)Google Scholar
- 5.Kleinberg, J.: Authoritative sources in a hyperlinked environment. In: Proceedings of the 9th Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 668–677 (1998)Google Scholar
- 6.Phelan, D., Kushmerick, N.: A descendant-based link analysis algorithm for web search (2002)Google Scholar
- 7.Murthy, S., Kasif, S., Salzberg, S., Beigel, R.: Randomized induction of oblique decision trees. In: Proceedings of the Eleventh National Conference on Artificial Intelligence, pp. 322–327 (1993)Google Scholar