Learning to Rank for Spatiotemporal Search Blake Shaw, Jon Shea, Siddhartha Sinha, Andrew Hogue Foursquare 568 Broadway New York, NY {blake, jonshea, ssinha, ahogue}@foursquare.com ABSTRACT In this article we consider the problem of mapping a noisy estimate of a user’s current location to a semantically mean- ingful point of interest, such as a home, restaurant, or store. Despite the poor accuracy