Abstract
Although there are various approaches to facilitate the information search on the Web, most current Web search and query systems only return URLs of relevant pages. Learning-based Web search is invented targeting at processing the URLs to dig out the desired information by utilizing user feedback. However, the involvement of user behavior makes the study of system performance rather complex. In this paper, we introduce the empirical study of a learning-based Web query processing system, named FACT. Four major aspects of user behavior, namely, selection rule, training strategy, training size and training iteration, are considered to show their effects on the learning results. The experimental results are presented, together with analysis for the relationships between user behavior and system performance, which are important for further improvement on learning-based Web search technology.
This work is supported by NSFC (No. 60003016) and the Key Projects Program of MoE of China
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References
Armstrong, R., Freitag, D., Joachims, T., Mitchell, T.: WebWatcher. A Learning Apprentice for the World Wide Web. Proc. of the 1995 AAAI Spring Symposium on Information Gathering From Heterogeneous, Distributed Environments (1995)
Arocena, G., Mendelzon, A.: WebOQL. Restructuring Documents, Databases, and Webs. Proc. of the 14th International Conference on Data Engineering (ICDE’98), Orlando (1998)
Balabanovic, M.: An Adaptive Web Page Recommendation Service. Proc. of First International Conference on Autonomous Agents (1997)
Brin, S., Page, L.: The Anatomy of a Large-Scale Hypertextual Web Search Engine. Proc. of the 7th International World Wide Web Conference (1998)
Baeza-Yates, R., Ribeiro-Neto, B.: Modern Information Retrieval. Addison Wesley Longman Publishing Co. Inc. (1999)
Diao, Y., Lu, H., Chen, S., Tian, Z.: Toward Learning Based Web Query Processing. Proc. of the 26th International Conference on Very Large Databases (2000)
Diao. Y.: Learning Based Web Query Processing. The Master’s thesis (2000)
Fernandez, M., Florescu, D., Suciu, D.: A Query Language for a Web-Site Management System. SIGMOD Record (1997)
Gudivada, V. N., Raghavan, V.V., Grosky, W. I., Kasanagottu, R.: Information Retrieval on the World Wide Web. IEEE Internet Computing 1(5) (1997) 58–68
Joachims, T., Freitag, D., Mitchell, T.: WebWatcher. A Tour Guide for the World Wide Web. Proc. of the 1997 International Joint Conference on Artificial Intelligence (1997)
Kowalski, G.: Information Retrieval Systems. Theory and Implementation. Kluwer Academic Publishers (1997)
Kushmerick, N., Weld, D., Doorenbos, R.: Wrapper Induction for Information Extraction. Proc. of the 1997 International Joint Conference on Artificial Intelligence (1997)
Menczer, F., Belew, R.: Adaptive Retrieval Agents. Internalizing Local Context and Scaling up to the Web. Technical Report CS98-579, University of California, San Diego (1998). Available: http://www.cse.ucsd.edu/~rik/papers/arachnid/arachnid-mlj.ps
Papakonstantinou, Y., Gupta, A., Garcia-Molina, H. and et al: A Query Translation Scheme for Rapid Implementation of Wrappers. Proc. of the International Conference on Deductive and Object-Oriented Databases (1995)
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Zhou, A., Fang, X., Qian, W. (2002). An Empirical Study of Learning-Based Web Search. In: Meng, X., Su, J., Wang, Y. (eds) Advances in Web-Age Information Management. WAIM 2002. Lecture Notes in Computer Science, vol 2419. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45703-8_11
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DOI: https://doi.org/10.1007/3-540-45703-8_11
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