Title :
Towards subjective networks: Extending conditional reasoning in subjective logic
Author :
Lance Kaplan;Magdalena Ivanovska;Audun J⊘sang;Francesco Sambo
Author_Institution :
US Army Research Lab, Adelphi, MD, US
fDate :
7/1/2015 12:00:00 AM
Abstract :
This work expands the concept of conditional reasoning in subjective logic between two variables to reasoning over multiple variables as a step to eventually realize efficient means for inference over subjective networks, i.e. Bayesian networks with uncertain marginal and conditional probabilities. Three new inference methods are introduced for a three node subjective network. Monte Carlo simulations characterize the accuracy of these methods to represent inferred uncertain knowledge about the ground truth.
Keywords :
"Uncertainty","Bayes methods","Probability distribution","Cognition","Method of moments","Joints","Standards"
Conference_Titel :
Information Fusion (Fusion), 2015 18th International Conference on