IEE Proceedings - Radar Sonar and Navigation · 1995 · 97 citations · 0 references
ComputingData ScienceBayesian Data AnalysisStochastic ModelingBayesian FilteringBayesian InferenceBayesian StatisticsMonte Carlo MethodsMonte Carlo SimulationSimulation MethodsBayesian TrackingMulti-target TrackingMultitarget TrackingPosterior Distribution EstimationState Space EstimationState-space StructureStochastic SimulationTarget Tracking
A stochastic simulation Bayesian method for multitarget tracking is developed. This method uses a random sample in state space to represent the posterior state estimate distribution. The method is illustrated by simulations involving one target in dense clutter. Comparison with nearest-neighbours and probabilistic data association shows the superiority of the proposed method.