Skip to main content
Log in

Modelling user preferences and configuring services in B3G devices

  • Published:
Wireless Networks Aims and scope Submit manuscript

Abstract

This paper discusses a management architecture for devices operating in heterogeneous environments, that enables access network selection through terminal-controlled, preference-based mechanisms. In this domain two problems are identified, mathematically formulated and solved: Intelligent Access Selection (IAS) and Modelling and Adaptation to User Preferences (MAUP). Their objective is to compute the optimal allocation of services to access networks and quality levels, and to dynamically determine user preferences according to the usage context, respectively. A greedy algorithm is proposed for the IAS problem, while the MAUP problem is handled through the construction of a Bayesian network that allows inference and learning of profile and usage patterns. Extensive simulation results of the proposed methods and algorithms are also presented.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

References

  1. Varshney, U. (2000). Recent advances in wireless networking. IEEE Computer, 33(6),100–103.

    Google Scholar 

  2. Gustafsson, E., & Jonsson, A. (2003). Always best connected. IEEE Wireless Communications, 10(1), 49–55.

    Article  Google Scholar 

  3. Frodigh, M., Parkvall, S., Roobol, C., Johansson, P., & Larsson, P. (2001). Future-generation wireless networks. IEEE Personal Communications, 8(5), 10–17.

    Article  Google Scholar 

  4. Demestichas, P., Stavroulaki, V., Papadopoulou, L., Vasilakos, A., & Theologou, M. (2003). Service configuration and traffic distribution in composite radio environments. IEEE Transactions on Systems, Man and Cybernetics Journal, 33(4), 69–81.

    Google Scholar 

  5. Chantrain, D., Handekyn K., & Vanderstraeten, H. (2000). The soft terminal: Extending service intelligence from the network to the terminal. Alcatel Telecommunications Review, 2nd Quarter.

  6. Busropan, B., van Loon, J., Vervuurt, F., & van Eijk, R. (2003). Access network selection in heterogeneous networks and the role of the operator. Presented at 9th WWRF Meeting in Zurich, Switzerland.

  7. IST Project E2R2, official web site, http://e2r2.motlabs.com

  8. Weiser, M. (1991). The computer for the 21st century. Scientific American, 265(3), 94–104, September 1991; reprinted in: IEEE Pervasive Computing, Jan.–Mar. 2002, pp. 19–25.

  9. Pascoe, J., Ryan, N., & Morse, D. (1999). Issues in developing context-aware computing. In H.-W. Gellersen (Ed.), Handheld and ubiquitous computing, no. 1707 in Lecture Notes in Computer Science (pp. 208–221). Springer-Verlag.

  10. Homayounvala, E., Ghorashi, S. A., & Aghvami, A. H. (2004). A Bayesian approach to modelling user preferences for reconfiguration. Presented at E2R Workshop on Reconfigurable Mobile Systems and Networks Beyond 3G, Barcelona, Spain.

  11. Dillinger, M., Madani, K., & Alonistioti, N. (2003). Software defined radio: Architectures, systems and functions. John Wiley & Sons.

  12. IST Project SCOUT, official web site, http://www.ist-scout.org.

  13. Adamopoulou, E., Demestichas, K., Koutsorodi, A., & Theologou, M. (2005). Intelligent access selection in heterogeneous networks – simulation results (pp. 279–283). In Proceedings of 2nd International Symposium on Wireless Communication Systems 2005 (ISWCS 2005), Sienna, Italy.

  14. Koutsorodi, A., Adamopoulou, E., Demestichas, K., & Theologou, M. (2006). User profiling and preference modeling in 4G terminals (pp. 1–6). In Proceedings of 17th IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, Helsinki, Finland.

  15. M. Liebsch, A. Singh, H. Chaskar, D. Funato, & E. Shim (Eds.) (2005). The candidate access router discovery protocol. IETF RFC 4066.

  16. Perkins, C. (2002). IP Mobility Support for IPv4. IETF RFC 3220.

  17. Johnson, D. B. (2004). Mobility Support in IPv6. IETF RFC 3775.

  18. Rosenberg, J., Schulzrinne, H., Camarillo, G., Johnston, A., Peterson, J., Sparks, R., Handley, M., & Schooler, E. (2002). SIP: Session Initiation Protocol. IETF RFC 3261.

  19. Ahlund, C., & Zaslavsky, A. (2003). Multihoming with Mobile IP. In Proceedings of 6th IEEE International Conference on High Speed Networks and Multimedia Communications. Springer-Verlag.

  20. Demestichas, P., Papadopoulou, L., Stavroulaki, V., Theologou, M., Vivier, G., Martinez, G., & Galliano, F. (2002). Wireless beyond 3G: Managing services and network resources. IEEE Computer Magazine, 35(8), 80–82.

    Google Scholar 

  21. Pearl, J. (1988). Probabilistic reasoning in intelligent systems: Networks of plausible inference. Morgan Kauffman.

  22. Terziyan, V. (2005). A Bayesian Metanetwork. International Journal on Artificial Intelligence Tools, World Scientific, 14(3), 371–384.

  23. Pham, D. T., & Karaboga, D. (2000). Intelligent optimisation techniques: Genetic algorithms, simulated annealing and neural networks. Springer.

  24. Papadimitriou, C., & Steiglitz, K. (1982). Combinatorial optimization: Algorithms and complexity. Prentice Hall.

  25. Chickering, D. M. (1996). Learning Bayesian networks is NP-complete. In D. Fischer & H.-J. Lenz (Eds.), Learning from data: Lecture notes in statistics (pp. 121–130). Springer-Verlag.

  26. Buntine, W. (1996). A guide to the literature on learning probabilistic networks from data. IEEE Transactions on Knowledge and Data Engineering, 8, 195–210.

    Article  Google Scholar 

  27. MacKay, D. (1992). Bayesian interpolation. Neural Computation, 4, 415–447.

    Article  Google Scholar 

  28. Specht, D. (1990). Probabilistic neural networks. Neural Networks 3, 109–118.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Artemis A. Koutsorodi.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Demestichas, K.P., Koutsorodi, A.A., Adamopoulou, E.F. et al. Modelling user preferences and configuring services in B3G devices. Wireless Netw 14, 699–713 (2008). https://doi.org/10.1007/s11276-007-0044-7

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11276-007-0044-7

Keywords

Navigation