Abstract: Techniques for providing location-based recommendations are described. Some embodiments provide a Location-Based Recommendation System (“LRBS”) that provides recommendations regarding physical places based on content items, such as Web pages, user reviews, directory listings, or the like, that describe or otherwise reference those places. In one embodiment, the LBRS is configured to, in response to an indication of a first place, determine one or more other places that are similar to the first place, and then provide indications of the determined places as recommendations to a user or other entity. In another embodiment, the LBRS is configured to, in response to an indication of a user, determine one or more places that may be of interest to the user, and then provide indications of the determined places as recommendations. In some embodiments, the LBRS may determine recommendations based on content vectors associated with places and/or users.