Virtual Tiles For Service Content Recommendation

摘要

In various implementations, virtual tiles are constructed where each virtual tile includes geographic tiles having one or more shared semantic characteristics. Usage records of service content items are received, which are generated from sensor data from a plurality of mobile devices within a geographic region that includes the geographic tiles. Each usage record identifies a service content item, and a usage location corresponding to a user interaction with the service content item. Statistical correlations are calculated between service content items and a virtual tile based on an aggregation of the usage records that have a usage location within at least one of the geographic tiles of the virtual tile. Recommendations of one of more service content items are provided to a user based on the calculated statistical correlations. In some cases, one or more service content items are recommended based on being representative of a particular virtual tile.

主权项

1. A computerized method comprising:
identifying a location of a user based on sensor data provided by one or more sensors of a user device; determining one or more semantic characteristics of the location of the user; matching the one or more semantic characteristics of the location of the user to one or more semantic characteristics of a virtual tile comprising geographic tiles, each geographic tile corresponding to a designated geographic area, the one or more shared semantic characteristics being of the geographic area of the geographic tile; receiving usage records of service content items, the usage records generated from sensor data provided by one or more sensors of a plurality of mobile devices within a geographic region that includes the geographic tiles, each usage record identifying a service content item of the service content items, and comprising a usage location corresponding to a user interaction with the service content item; calculating a statistical correlation between at least one of the service content items and the virtual tile based on an aggregation of the usage records, the aggregation being based on identifying ones usage records that have the usage location of the at least one of the service content items within the geographic tiles of the virtual tile; and providing a recommendation of one of more service content items to the user based on the calculated statistical correlation.