Abstract
In this paper, the algorithm for prediction of user preferences is described through making use of the Heuristic Genetic Algorithm. A Multi-Agent System was used to evaluate our algorithm with the goal of obtaining the user private information to determine what the user requests, in order to offer appropriate services. Additionally, a list of prioritized tasks is generated accordingly, in order to assist the user in making decisions.
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References
Fuentes, V., Sánchez, N., Carbó, J., Molina, J.M.: Generic Context-Aware BDI Multi-Agent Framework with GAIA methodology. In: International Workshop on Agent-Based Ubiquitous Computing, Int Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2007), Hawai, USA, May 14-18 (2007)
Kim, Y., Uhm, Y., Hwang, Z., Lee, M., Kim, G., Song, O., Park, S.: A Context-Aware Multi-agent Service System for Assistive Home Applications. School of Electrical and Electronics Engineering, Chung-Ang University, 221, Heukseok-dong, Dongjak-gu, Seoul 156-756, Korea, pp. 732–745
Chen, X., Cheng, L., Huo, J., Huo, Y., Wang, Y.: Combining Prediction through Heuristic Genetic Algorithm on Intelligence Service System, Networking, Sensing and Control. In: 2004 IEEE International Conference, March 21-23, vol. 1, pp. 407–411 (2004)
Nijholt, A.: Capturing Immediate Interests in Ambient Intelligence Environments. In: IADIS International Conference Intelligent Systems and Agents 2007, Lisbon, Portugal, July 3-5 (2007)
Michalewicz, Z.: Genetic Algorithms + Data Structures = Evolution Programs, Part I. Genetic Algorithms, 3rd edn., pp. 11–88. Springer, London (1996)
Ujjin, S., Bentley, P.J.: Learning user preferences using evolution, University College London. In: Proceedings of the 4th Asia-Pacific Conference on Simulated Evolution And Learning (SEAL 2002), Singapore (2002)
Berlanga, A., Isasi, P., Segovia, J.: Interactive evolutionary computation with small population to generate gestures in avatars. In: Spector, L., Goodman, E.D., Wu, A., Langdon, W., Voigt, H.-M., Gen, M., Sen, S., Dorigo, M., Pezeshk, S., Garzon, M.H., Burke, E. (eds.) Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2001), pp. 823–828. Morgan Kaufmann, San Francisco (2001)
Fuentes, V., Carbó, J., Molina, J.M.: Heterogeneous Domain Ontology for Location based Information System in a Multi-Agent Framework. In: Corchado, E., Yin, H., Botti, V., Fyfe, C. (eds.) IDEAL 2006. LNCS, vol. 4224, pp. 1199–1206. Springer, Heidelberg (2006)
Corchado, J.M., Bajo, J., De Paz, Y., Tapia, D.I.: Intelligent environment for monitoring Alzheimer patients, agent technology for health care. Decision Support Systems 44(2), 382–396 (2008)
Paganelli, F., Bianchi, G., Giuli, D.: A Context Model for Context-Aware System Design Towards the Ambient Intelligence Vision: Experiences in the e-Tourism Domain. In: Proc. of 9th ERCIM Workshop User Interfaces For All, Florence, Italy. Electronics and Telecommunications Department, University of Florence (2006)
Bombara, M., Calí, D., Santero, C.: KORE: A Multi-Agent System to Assist Museum Visitors. In: Workshop on Objects and Agents (WOA 2003), Villasimius, CA, Italy, pp. 175–178 (2003)
Bajo, J., Julian, V., Corchado, J.M., Carrascosa, C., De Paz, Y., Botti, V., De Paz, J.F.: An Execution Time Planner for the ARTIS Agent Architecture. Engineering Applications of Artificial Intelligence 21(8) (2008)
Masthoff, J., Vasconcelos, W., Aitken, C., Correa da Silva, F.: Agent-Based Group Modelling for Ambient Intelligence. In: AISB Symposium on Affective Smart Environments, Newcastle, UK (2007)
Fuentes, V., Sanchez, N., Carbó, J., Molina, J.M.: Reputation in user profiling for a Context-Aware Multiagent System. In: Fourth European Workshop on Multi-Agent Systems EUMAS 2006, Lisboa, Portugal, December 14-15. GIAA, Computer Science Dept., Carlos III University of Madrid (December 2006)
Bernon, C., Cossentino, M., Pavon, J.: Agent Oriented Software Engineering. Knowledge Engineering Review 20(02), 99–116 (2005)
Morariu, N., Vlad, S.: Using Pattern Classification and Recognition Techniques for Diagnostic and Prediction. Advances in Electrical and Computer Engineering 7(1) (2007)
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Venturini, V., Carbó, J., Molina, J.M. (2008). Learning User Profile with Genetic Algorithm in AmI Applications. In: Corchado, E., Abraham, A., Pedrycz, W. (eds) Hybrid Artificial Intelligence Systems. HAIS 2008. Lecture Notes in Computer Science(), vol 5271. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-87656-4_16
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DOI: https://doi.org/10.1007/978-3-540-87656-4_16
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