NDLI: Structure-variable Hybrid Dynamic Bayesian Networks and its inference algorithm

Content Provider	IEEE Xplore Digital Library
Author	Chen Hong Ren Jia
Copyright Year	2012
Description	Author affiliation: School of Electronic Information Engineering, Xi'an Technological University, 710032, China (Chen Hong) \|\| College of Information Sciences & Technology, Hainan University, Haikou 570228, China (Ren Jia)
Abstract	Structure-variable Discrete Dynamic Bayesian Networks can model under the situation n of the process of mutation and the change of discrete network structure and parameters, but can't model and reason the system containing both continuous variables and discrete variables. Focusing on this question the concept of Structure-variable Hybrid Dynamic Bayesian Networks is proposed, introduce the algorithm of the discrete forward-backward into Discrete Dynamic Bayesian Network inference to get inference algorithm of more hidden nodes in Structure-variable Discrete Dynamic Bayesian Networks, and combine with the forward-backward reasoning algorithm of continuous variables, propose inference algorithm for Structure-variable Hybrid Dynamic Bayesian Networks. The simulation background is the assessment of UAV under dynamic environment situation and validates the algorithm .The results of simulation demonstrates the validity of the proposed concepts and reasoning algorithm for Variable Structure Hybrid Dynamic Bayesian Networks.
Starting Page	2815
Ending Page	2820
File Size	368560
Page Count	6
File Format	PDF
ISBN	9781457720734
e-ISBN	9781457720741
DOI	10.1109/CCDC.2012.6243062
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-05-23
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Heuristic algorithms Bayesian methods Situation Assessment Hidden Markov models Structure-variable Hybrid Dynamic Bayesian Networks Educational institutions Inference algorithms Electronic mail Forward-back algorithm UAV Vehicle dynamics
Content Type	Text
Resource Type	Article

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