Methodologies for optimal usage of radio strength maps, includes the harnessing of probabilistic methods to learn how the reliability and potential biases of simulations varies from actual received data based on such features as topology, geometric relationships between topology and/or transmitters, and the presence of buildings and other man-made structures.