Before revision:  We develop a probabilistic formulation based on Relevance Vector Machines, allowing robustness to measurement noise and localization errors as well as probabilistic occupancy classification, supporting autonomous navigation.
After revision:  We develop a probabilistic formulation based on Relevance Vector Machines, allowing robustness to measurement noise and probabilistic occupancy classification, supporting autonomous navigation.