BP network based users’ interest model in mining WWW Cache
Tóm tắt
By analyzing the WWW Cache model, we bring forward a user-interest description method based on the fuzzy theory and user-interest inferential relations based on BP (back propagation) neural network. By this method, the users' interest in the WWW cache can be described and the neural network of users' interest can be constructed by positive spread of interest and the negative spread of errors. This neural network can infer the users' interest. This model is not the simple extension of the simple interest model, but the round improvement of the model and its related algorithm.
Tài liệu tham khảo
Wang Jin. A Survey of WWW Caching Schemes for the Internet,ACM Computer Communication Review, 1999,29 (5): 36–46.
Carlos C, Carlos F B. Determining WWW User's Next Access and Its Application to Pre-Fetching.Proceedings of ISCC'97: The Second IEEE Symposium on Computers and Communications. Alexandria, Egypt, July 1997, 6–11.
Bestavros A, Cunha C.A Prefetching Protocol Using Client Speculation for the WWW.TR-95 011. Tech Rep, Boston University, Department of Computer Science. Boston, MA 02215, 1995.
Kroeger T M, Long D D, Mogul J C. Exploring the Bounds of WWW Latency Reduction from Caching and Prefetching.Proceedings of the USENIX Symposium on Internet Technologies and Systems (USITS). Monterey, CA, Dec. 1997, 13–22.
Greg B, Katia O. World Wide WWW Caching: Trends and Techniques.IEEE Communications Magazine Internet Technology Series, 2000,38(5): 178–184.
Xu Bao-wen, Zhang Wei-feng, Chu W C,et al. Application of Data Mining in WWW Pre-Fetching.Proceedings of IEEE MSE2000. Taiwan, China, Dec. 2000. 372–377.
Xu Bao-wen, Zhang Wei-feng. Research on WWW Pre-Fetching by Data Mining.Journal of Computer, 2001,24 (4): 430–436.
Brin S, Page L. The Anatomy of a Large Scale Hypertextual WWW Search Engine.Proceedings of 7th world wide WWW conf(www'98). Brisban, Australia, 1998, 107–117.
Han Ji-hui, Meng Xiao feng. Research on WWW Mining.Journal of Computer Research and Development, 2001,38 (4): 405–414.
Zhang Wei-feng, Xu Bao-wen, Chu W C. Data mining algorithms for WWW Pre Fetching,Proceedings of the 1st International Conference on WWW Information Systems Engineering (WISE'2000). Hongkong, China, June 2000, 34–38.
Zhang Wei-feng, Xu Bao-wen, Song W. Pre-Fetching WWW Pages through Data Mining Based Prediction.Journal of Applied System Studies, 2002,3(2): 384–398.
Xu Bao-wen, Zhang Wei-feng. Research on the Improved Reference Search Model.Journal of Computer Research and Development, 2002,39(5): 599–606.
Wang Shi-tong.Theory of Fuzzy Inference and Fuzzy Expert System. Shanghai: Shanghai Scientific Literature Press, 1995 (Ch).