Abstract: In view of the problem that current context-aware recommender systems take users and systems as the main research direction and do not consider actual transportation network location characteristics,this article introduces a geographic information recommender system optimized by transportation network data. The system combines with transportation network data of geographic information in the context-aware recommender system to optimize the recommended results. Experimental results show that the recommended quality get improved significantly.