and then returns the top locations in the ranked list to the user as the tourism recommendation result. are different from in that, it resorts to user knowledge in travel recommendation systems such as Yahoo! Travel Guide to enhance and rank textual tags in geo-tagged clusters. It filters tags with geographic information,