Venue prediction based on ranking
View Patent ↗A technique is disclosed for presenting possible check-in venues to a mobile device user, such as for the purpose of checking in with social networking services such as Foursquare. The disclosed technique operates by training a model during an initial training sequence. The trained model, representing a learned hypothesis, describes venues that are ranked according to their relevance to users who are also described by the model. During a subsequent run-time sequence, the system receives real-time geolocation data that represents users, wherein the data includes user geolocation and the level of accuracy of the geolocation. The system generates a set of candidate venues, ranks the generated candidate venues by applying the learned hypothesis, which can be dependent on the level of accuracy, and presents the user with the ranked venues as possible check-in venues. The user can then select the venue actually being checked into from the presented check-in venues.
1. A method, comprising:
receiving, by a data-processing system, a first geolocation of a first user;
determining, by the data-processing system, that a level of accuracy of the first geolocation of the first user corresponds to a first level of accuracy of a plurality of accuracy levels;
generating, by the data-processing system, a non-empty set of candidate venues based on the first geolocation;
ranking the candidate venues, by the data-processing system, based on the first level of accuracy and on applying, to the candidate venues, a hypothesis that is learned from locations of one or more venues that are visited by at least one of i) the first user and/or ii) one or more additional users, and wherein the ranking results in a non-empty set of possible check-in venues, wherein the hypothesis is selected from a set of two or more hypotheses based at least in part on the first level of accuracy, the first level of accuracy corresponding to an accuracy radius with respect to the first geolocation; and
transmitting, by the data-processing system, the non-empty set of possible check-in venues to a device such that one or more of the possible check-in venues are displayable by the device.
2. The method of claim 1 , wherein the non-empty set of candidate venues is based on distance of the first geolocation to a location of a first venue.
3. The method of claim 2 , wherein the one or more venues comprise the first venue.
4. The method of claim 2 , wherein the one or more venues exclude the first venue.
5. The method of claim 1 , wherein the locations are of the one or more venues that are visited by both i) the first user and ii) the one or more additional users.
6. The method of claim 1 , wherein the locations are of the one or more venues that are visited by the first user only.
7. The method of claim 1 further comprising: receiving, by the data-processing system, the level of accuracy of the first geolocation, wherein the generating the non-empty set of candidate venues is also based on the first level of accuracy.
8. The method of claim 1 , wherein the device is a wireless terminal, and the wireless terminal is associated in a database with the first user.
9. A method comprising:
receiving, by a data-processing system from a wireless terminal,
i) a first geolocation of a first user, and
ii) a level of accuracy of the first geolocation;
determining, by the data-processing system, that the level of accuracy of the first geolocation of the first user corresponds to a first level of accuracy of a plurality of accuracy levels;
generating, by the data-processing system, a non-empty set of candidate venues based on distance of the first geolocation to a location of a first venue;
ranking the candidate venues, by the data-processing system, based on applying, to the candidate venues, a hypothesis that is learned from locations of one or more venues that are visited by at least one of i) the first user and/or ii) one or more additional users, wherein the ranking is also based on the first level of accuracy, and wherein the ranking results in a non-empty set of possible check-in venues, wherein the hypothesis is selected from a set of two or more hypotheses based at least in part on the first level of accuracy, the first level of accuracy corresponding to an accuracy radius with respect to the first geolocation; and
transmitting, by the data-processing system, the non-empty set of possible check-in venues to the wireless terminal.
10. The method of claim 9 , wherein the one or more venues comprise the first venue.
11. The method of claim 9 , wherein the one or more venues exclude the first venue.
12. The method of claim 9 , wherein the locations are of the one or more venues that are visited by both i) the first user and ii) the one or more additional users.
13. The method of claim 9 , wherein the locations are of the one or more venues that are visited by the first user only.
14. The method of claim 9 , wherein the hypothesis is based on the distance of the first geolocation to the location of the first venue.
15. A method comprising:
receiving, by a data-processing system from a wireless terminal,
i) a first geolocation of a first user, and
ii) a level of accuracy of the first geolocation;
determining, by the data-processing system, that the level of accuracy of the first geolocation of the first user corresponds to a first level of accuracy of a plurality of accuracy levels;
ranking, by the data-processing system, a non-empty set of candidate venues, based on applying, to the candidate venues, a hypothesis that is learned from locations of one or more venues that are visited by at least one of i) the first user and/or ii) one or more additional users, wherein the ranking is also based on i) the first geolocation and ii) the first level of accuracy, and wherein the ranking results in a non-empty set of possible check-in venues, wherein the hypothesis is selected from a set of two or more hypotheses based at least in part on the first level of accuracy, the first level of accuracy corresponding to an accuracy radius with respect to the first geolocation; and
transmitting, by the data-processing system, the non-empty set of possible check-in venues to the wireless terminal.
16. The method of claim 15 , wherein the locations are of the one or more venues that are visited by both i) the first user and ii) the one or more additional users.
17. The method of claim 15 , wherein the locations are of the one or more venues that are visited by the first user only.
18. The method of claim 15 , wherein the hypothesis is based on the first level of accuracy.
19. The method of claim 15 , wherein the hypothesis is based on the distance of the first geolocation to the location of the first venue.