A Fuzzy Linguistic Multi-agent Model for Information Gathering on the Web Based on Collaborative Filtering Techniques

Basu, C. Hirsh, H. Cohen, W.: Recommendation as classification: Using socialand content-based information in recommendation. Proc. of the Fifteenth NationalConference on Artificial Intelligence. (1998) 714-720.2. Boone, G.: Concept features in RE: Agent, an intelligent email agent. Proc. Of Autonomous Agents. (1998) 141-148. 3. Brenner, W. Zarnekow, R., Witting, H.: Intelligent Software Agent, Foundations and Applications. Berlin Heidelberg: Springer-Verlag. (1998). Claypool, M., Gokhale, A., Miranda, T.: Combining content-based and collaborative filters in an online newpaper. Proc. of the ACM SIGIR Workshop on Recommender Systems-Implementation and Evaluation. 5. Chau, M., Zeng, D., Chen, H., Huang, M., Hendriawan, D.: Design and evaluation of a multi-agent collaborative Web mining system. Decision Support Syst. 35 (2003) 167-183. 6. Delgado, M., Herrera, F., Herrera-Viedma, E., Mart´ın-Bautista, M.J., Vila., M.A.: Combining linguistic information in a distributed intelligent agent model for information gathering on the Internet. In Wang, P.P. (Ed.), Computing with Words. John Wiley & Son. (2001) 251-276. 7. Delgado, M., Herrera, F., Herrera-Viedma, E., Mart´ın-Bautista, M.J., Martínez,L., Vila., M.A.: A communication model based on the 2-tuple fuzzy linguistic representation for a distributed intelligent agent system on Internet. Soft Computing. 6 (2002) 320-328. 12 Enrique Herrera-Viedma et al. 8. Fazlollahi, B., Vahidov, R.M., Aliev, R.A.: Multi-agent distributed intelligent system based on fuzzy decision making. Int. J. of Intelligent Syst. 15 (2000) 849-858. 9. Ferber, J.: Multi-Agent Systems: An Introduction to Distributed Artificial Intelligence. New York: Addison-Wesley Longman. (1999). 10. Good, N., Shafer, J.B., Konstan, J.A., Borchers, A., Sarwar, B.M., Herlocker, J.L., Riedl, J.: Combining collaborative filtering with personal agents for better recommendations. Proc. of the Sixteenth National Conf. on Artificial Intelligence. (1999), 439-446. 11. Herrera, F., Herrera-Viedma, E., Mart´ınez, L., Porcel C.: Information gathering on the internet using a distributed intelligent agent model with multi-granular linguistic information. In: Loia, V. (Ed.), Fuzzy Logic and The Internet. PhysicaVerlag. Springer. 2003. In press.12. Herrera, F. Mart´ınez, L.: A 2-tuple fuzzy linguistic representation model for computing with words.IEEE Trans. on Fuzzy Syst. 8 (6) (2000) 746-752. 13. Herrera-Viedma, E.: Modeling the retrieval process for an information retrieval system using an ordinal fuzzy linguistic approach. J. of the Ame. Soc. for Inf. Sci. and Tech. 52(6) (2001) 460-475. 14. Jennings, N., Sycara, K., Wooldridge, M.: A roadmap of agent research and development. Autonomous Agents and Multi-Agents Syst. 1 (1998) 7-38. 15. Kobayashi, M., Takeda, K.: Information retrieval on the web. ACM Computing Surveys. 32(2) (2000) 144-173. 16. Lawrence, S., Giles, C.: Searching the web: General and scientific information access. IEEE Comm. Mag. 37(1) (1998) 116-122. 17. Lieberman, H.: Personal assistants for the Web: A MIT perspective. In Klusch, M. (Ed.), Intelligent Information Agents. Springer-Verlag. (1999) 279-292. 18. Maes, P.: Agents that reduce work and information overload. Comm. of the ACM. 37 (1994) 31-40. 19. Moukas, A., Zacharia, G., Maes, P.: Amalthaea and Histos: Multiagent systems for WWW sites and representation recommendations. In Klusch, M. (Ed.), Intelligent Information Agents. Springer-Verlag. (1999) 293-322. 20. Popescul, A., Ungar, L.H., Pennock, D.M., Lawrence, S.: Probabilistic models for unified collaborative and content-based recommendation in sparce-data environments. In Proc. of the Seventeenth Conf. on Uncertainty in Artificial Intelligence (UAI). San Francisco, (2001) 437-444. 21. Reisnick, P., Varian, H. R.: Special issue on recommender systems. Comm. of the ACM. 40(3) (1997). 22. Salton, G., McGill, M.G.: Introduction to Modern Information Retrieval. McGrawHill.1983. 23. Schafer, J.B., Konstan, J.A., Riedl, J.: E-Commerce recommendation applications. Data Min. and Know. Disc. 5 (1/2) (2001) 115-153. 24. Sycara, K., Pannu, A., Williamson, M., Zeng, D.: Distributed intelligent agents. IEEE Expert (1996) 36-46. 25. Yager, R.R.: Protocol for negotiations among multiple intelligent agents. In: Kacprzyk, J., Nurmi, H., M. Fedrizzi, M. (Eds.), Consensus Under Fuzziness. Kluwer Academic Publishers. (1996) 165-174. 26. Yager, R.R.: Intelligent agents for World Wide Web advertising decisions. Int. J. of Intelligent Syst. 12 (1997) 379-390. 27. Yager, R.R.: Fusion of multi-agent preference orderings. Fuzzy Sets and Syst. 112 (2001) 1-12.