A system and machine-implemented method for recommending a point of interest includes the steps of obtaining interest information indicating an interest of each of multiple users for a multiple points of interest, obtaining attributes for constraining a search of the multiple points of interest, identifying a point of interest that satisfies the attributes and has the least similarity to the interest information for a first user, and providing information about the identified point of interest for display to the first user.