Title
Novel methods for fusing Bayesian network knowledge fragments in d'brain.
Abstract
In this paper, we present two novel methods to handle the fusion of multiple Bayesian Network knowledge fragments which we termed N-Combinator and N-Clone. In DSO National Laboratories, we have developed a cognition based dynamic reasoning machine called D'Brain capable of performing high level data fusion. Knowledge is encapsulated in D'Brain as Bayesian Networks knowledge fragments. D'Brain is dynamic in its reasoning mechanism that resembles human reasoning, where the knowledge structure is ever evolving with the different sources of observable inputs. N-Combinator and N-Clone are the methods used in the dynamic reasoning mechanism. Experiments have shown the good performance of these two methods.
Year
DOI
Venue
2007
10.1109/ICIF.2007.4408077
Fusion
Keywords
Field
DocType
cognition,data fusion,cognitive science,bayesian methods,sensor fusion,knowledge management,bayesian network,intelligent sensors
Computer science,Model-based reasoning,Sensor fusion,Knowledge structure,Bayesian network,Artificial intelligence,Cognition,Machine learning
Conference
ISBN
Citations 
PageRank 
978-0-662-45804-3
0
0.34
References 
Authors
1
4
Name
Order
Citations
PageRank
Gee Wah Ng119622.63
Khin Hua Ng2162.63
Kheng Hwee Tan311.02
Chong Hock K. Goh400.34