Various techniques can be used to determine the position of a wireless device. In some examples, wireless devices can include Global Positioning System (GPS) receivers that can be used to perform satellite-based positioning of the wireless devices. However, GPS-based positioning techniques may not be effective in an indoor environment or in a dense urban environment, where satellite signals may be attenuated.