Investigating the Potential of Using POI and Nighttime Light Data to Map Urban Road Safety at the Micro-Level: A Case in Shanghai, China

The way in which the occurrence of urban traffic collisions can be conveniently and precisely predicted plays an important role in traffic safety management,...