Title :
Construction of Simulation for Probabilistic Inference in Uncertain and Dynamic Networks Based on Bayesian Networks
Author :
Ding, Jianguo ; Jiang, Ningkang ; Xiaoyong Li ; Krämer, Bernd ; Davoli, Franco ; Bai, Yingcai
Author_Institution :
Software Eng. Inst., East China Normal Univ., Shanghai
Abstract :
Bayesian networks have been used widely in modelling complex network systems. Probabilistic inferences are normal requirements in control and management of networks, particularly in modelling diagnosis systems for large and complex networks in probabilistic and dynamic environments. This paper provides a random simulation mechanism to construct the simulation in Bayesian networks for probabilistic inference, so that the simulation in Bayesian networks is close to real life networks and further the intelligent decision in management of networks can be obtained
Keywords :
belief networks; inference mechanisms; probability; telecommunication network management; Bayesian network; management mechanism; probabilistic inference; uncertain network; Bayesian methods; Communication system control; Complex networks; Computational modeling; Computer network management; Computer networks; Computer simulation; Environmental management; Inference algorithms; Probability;
Conference_Titel :
ITS Telecommunications Proceedings, 2006 6th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
0-7803-9587-5
Electronic_ISBN :
0-7803-9587-5
DOI :
10.1109/ITST.2006.288718