Gaussian process occupancy maps

摘要

The authors describe a new framework based on Gaussian processes (GPs) to produce occupancy maps. The method combines the regression accomplished by classic GPs with the probabilistic least-squares classification algorithm, to associate observation data with distributions rather than well-settled points.