Dabrowski, Joel Janek(University of Pretoria, 2015)
In this study, a method is developed for modelling and classifying behaviour of maritime vessels in
a piracy situation. Prior knowledge is used to construct a probabilistic graphical model of maritime
vessel behaviour. ...
Dabrowski, Joel Janek; De Villiers, Johan Pieter(Elsevier, 2015-05)
A generative model for modelling maritime vessel behaviour is proposed. The model is a novel variant of the dynamic Bayesian network (DBN). The proposed DBN is in the form of a switching linear dynamic system (SLDS) that ...
Dabrowski, Joel Janek; De Villiers, Johan Pieter(Elsevier, 2015-11)
A unified Bayesian model that simultaneously performs behavioural modelling, information fusion and
classification is presented. The model is expressed in the form of a dynamic Bayesian network (DBN).
Behavioural modelling ...