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Sharing personal activities on social networks is very popular nowadays, where the activities include updating status, uploading dining photos, sharing video clips, etc. Finding travel interests hidden in these vast social activities is an interesting but challenging problem. In this work, we attempt to discover travel interests based on the spatial and temporal information of geotagged photos. Obviously the visit sequence of a traveler can be approximately captured by her shared photos baseddoi:10.1007/s10707-015-0226-x fatcat:faruakt7hzgbdk5dv5wtqg26yu