A DBN approach for network availability prediction

MSWiM'09 - Proceedings of the 12th ACM International Conference on Modeling, Analysis, and Simulation of Wireless and Mobile Systems

Volumn , Issue , 2009, Pages 181-187

  Rathnayake, Upendra ^a,b   Ott, Maximilian ^b   Seneviratne, Aruna ^a,b  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

^b CSIRO   (Australia)

Author keywords

Dynamic bayesian networks; Network availability prediction

Indexed keywords

DYNAMIC BAYESIAN NETWORK; FUTURE NETWORKS; HANDOVER; HIDDEN VARIABLE; LOCATION AREA; MULTIPLE ACCESS NETWORK; NETWORK AVAILABILITY; NETWORK SELECTION; NEW MODEL; POWER CABLES; PREDICTION MODEL; SEMI MARKOV MODEL; USER DATA; USER MOBILITY; VERTICAL HANDOVERS;

DISTRIBUTED PARAMETER NETWORKS; INFERENCE ENGINES; INTELLIGENT NETWORKS; MARKOV PROCESSES; MATHEMATICAL MODELS; MOBILE DEVICES; PORTABLE EQUIPMENT; RADIO SYSTEMS; SPEECH RECOGNITION; WIRELESS LOCAL AREA NETWORKS (WLAN); WIRELESS TELECOMMUNICATION SYSTEMS;

BAYESIAN NETWORKS;

EID: 74049115013     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1641804.1641836     Document Type: Conference Paper

References (16)

1. A. Rahmati and L. Zhong, "Context-for-Wireless: Context-Sensitive Energy-Efficient Wireless Data Transfer", in Proc. ACM/USENIX MobiSys, June, 2007.
2. Y. Vanrompay, P. Rigole, Y. Berbers "Predicting network connectivity for context-aware pervasive systems with localized network availability", in WoSSIoT'07, a workshop of EuroSys, March, 2007.
3. Upendra Rathnayake and Max Ott, "Predicting Network Availability Using User Context", in Proceedings of ACM MobiQuitous '08, Dublin, Ireland, July, 2008.
4. C. Doss, R., A. Jennings, N. Shenoy, "A Review of Current work on Mobility Prediction in Wireless Networks", ACM AMOC,Thailand, 2004.
5. L. Song, D. Kotz, R. Jain and X. He, "Evaluating location predictors with extensive Wi-Fi mobility data", In Proceedings of the 23rd Annual Conference INFOCOM, pages 1414-1424, March, 2004.
6. M. Kim and D. Kotz and S. Kim, "Extracting a mobility model from real user traces", In Proceedings of the 25th Annual Conference of INFOCOM, Barcelona, Spain, April, 2006.
7. E. Exposito, R. Malaney, X. Wei, D. Nghia, "Using the XQoS Platform for designing and developing the QoS-Seeker System", In the proceeding of the 3rd International IEEE Conference on Industrial Informatics (INDIN), Perth, Australia, 2005.
8. N. Samaan and A. Karmouch, "A Mobility Prediction Architecture Based on Contextual Knowledge and Spatial Conceptual Maps", IEEE Transaction on Mobile Computing 4(6): 537-551 Nov/Dec 2005
9. F. Erbas, J. Steuer, D.Eggeiseker, K. Kyamakya and K. Jobmann, "A Regular Path Recognition Method and Prediction of User Movements in Wireless Networks", Proceedings of Vehicular Technology Conference, VTC, October 2001.
10. Z. R. Zaidi and B. L. Mark, "Mobility Estimation for Wireless Networks Based on an Autoregressive Model,'' in Proc. IEEE Globecom 2004, Dallas, Texas, December 2004.
11. Michael I. Jordan, Christopher M. Bishop. "An Introduction to Graphical Models" (Book Draft)
12. Lawrence R. Rabiner, "A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition," Proc. IEEE, vol. 77, No. 2 Feb., 1989, pp. 257-286.
13. Murphy, K., "Dynamic Bayesian Networks: Representation, inference and Learning", Phd Thesis, UC Berkeley, Computer Science Division, July 2002.
14. M. Zaharia and S. Keshav, "Fast and Optimal Scheduling Over Multiple Network Interfaces",University of Waterloo Technical Report CS-2007-36, October 2007.
15. J. Ding, X. Li, N. Jiang, Kramer, B.J., Davoli, F., "Prediction Strategies for Proactive Management in Dynamic Distributed Systems", International Conference on Digital Telecommunications, , 2006. 29-31 Aug. 2006.
16. Li Feng, Wei Wang, Lina Zhu, and Yi Zhang, "Predicting intrusion goal using dynamic Bayesian network with transfer probability estimation", Journal of Network and Computer Applications, Vol. 32, Issue 3, May 2009, pp. 721-732.