Methods and systems for providing recommendation information
View Patent ↗A method for providing recommendation information from a network application service is disclosed and includes receiving, by a server, user activity data relating to a first data object of a plurality of data objects in a network application service, and storing the user activity data in a structured storage model comprising a plurality of nodes representing a plurality of items including the first data object, and at least one edge representing user activity data relating to the plurality of items. When a recommendation search criteria relating to the first object is received, recommendation information corresponding to the recommendation search criteria is retrieved and transmitted. The recommendation information is based on at least one inference determined from the structured storage model.
1. A method for providing recommendation information from a network application service, the method comprising:
receiving, by a server, user activity data relating to a first data object of a plurality of data objects in a network application service, the user activity data comprising at least a first user command performed on the first data object and a second user command performed on the first data object, the first user command being a different type of command than the second user command;
storing, by the server, the user activity data in a structured storage model comprising a plurality of nodes representing a plurality of items including the first data object, and at least one edge representing the first user command and a sequence indicator relating to the plurality of items, wherein the sequence indicator indicates when the first user command is performed relative to another sequence indicator which indicates when the second user command is performed;
determining at least one inference relating to the first data object using the structured storage model, the at least one inference being based on at least one edge in the structured storage model representing at least one of the first user command and the second user command; and
storing the at least one determined inference relating to the first data object as recommendation metadata of the first data object;
receiving, by the server, a recommendation search criteria relating to the first data object
retrieving, by the server, recommendation information corresponding to the recommendation search criteria, wherein the recommendation information is based on at least one inference determined from the structured storage model; and
transmitting, by the server, the recommendation information.
2. The method of claim 1 wherein retrieving the recommendation information corresponding to the recommendation search criteria includes retrieving the recommendation metadata of the first data object satisfying at least a portion of the recommendation search criteria.
3. The method of claim 1 further comprising: receiving a new user command relating to the first data object; updating the structured storage model with a new edge representing the new user command; determining at least one new inference relating to the first data object based on the new edge in the updated structured storage model; and updating the recommendation metadata of the first data object with the at least one new inference relating to the first data object.
4. The method of claim 1 wherein retrieving recommendation information corresponding to the recommendation search criteria includes:
receiving the recommendation search criteria relating to the first data object;
analyzing the structured storage model in light of the search criteria; and
determining at least one inference relating to the first data object and satisfying at least a portion of the recommendation search criteria based on at least one edge representing the first user command relating to the first data object.
5. The method of claim 1 wherein the structured storage model is stored with the plurality of data objects in a data store managed by a data manager in the network application service.
6. The method of claim 1 wherein the structured storage model is a graphical representation.
7. A computer program product, comprising computer-readable program code to be executed by one or more processors when retrieved from a non-transitory computer-readable medium, the program code including instructions to:
receive, by a network application service hosted in a server, user activity data relating to a first data object of a plurality of data objects, the user activity data comprising at least a first user command performed on the first data object and a second user command performed on the first data object, the first user command being a different type of command than the second user command;
store, by the network application service, the user activity data in a structured storage model comprising a plurality of nodes representing a plurality of items including the first data object and at least one edge representing the first user command and a sequence indicator relating to the plurality of items, wherein the sequence indicator indicates when the first user command is performed relative to another sequence indicator which indicates when another user command is performed;
determine at least one inference relating to the first data object using the structured storage model, the at least one inference being based on at least one edge in the structured storage model representing at least one of the first user command and the second user command; and
store the at least one determined inference relating to the first data object as recommendation metadata of the first data object;
receive, by the network application service, a recommendation search criteria relating to the first data object;
retrieve, by the network application service, recommendation information corresponding to the recommendation search criteria, wherein the recommendation information is based on at least one inference determined from the structured storage model; and
transmit, by the network application service, the recommendation information.
8. The computer program product of claim 7 wherein retrieving recommendation information corresponding to the recommendation search criteria includes retrieving recommendation metadata of the first data object satisfying at least a portion of the recommendation search criteria.
9. The computer program product of claim 7 , wherein the program code includes further instructions to: receive a new user command relating to the first data object; update the structured storage model with a new edge representing the new user command; determine at least one new inference relating to the first data object based on the new edge in the updated structured storage model; and update the recommendation metadata of the first data object with the at least one new inference relating to the first data object.
10. The computer program product of claim 7 wherein retrieving recommendation information corresponding to the recommendation search criteria includes:
receiving the recommendation search criteria relating to the first data object;
analyzing the structured storage model in light of the search criteria; and
determining at least one inference relating to the first data object and satisfying at least a portion of the recommendation search criteria based on at least one edge representing the first user command relating to the first data object.
11. A system for providing recommendation information from a network application service, the system comprising:
a processor-based application, which when executed on a computer, will cause the processor to:
receive user activity data relating to a first data object of a plurality of data objects in a network application service, the user activity data comprising at least a first user command performed on the first data object and a second user command performed on the first data object, the first user command a different type of command than the second user command;
store the user activity data in a structured storage model comprising a plurality of nodes representing a plurality of items including the first data object, and at least one edge representing the first user command and a sequence indicator relating to the plurality of items, wherein the sequence indicator indicates when the first user command is performed relative to another sequence indicator which indicates when another user command is performed;
determine at least one inference relating to the first data object using the structured storage model, the at least one inference being based on at least one edge in the structured storage model representing at least one of the first user command and the second user command; and
store the at least one determined inference relating to the first data object as recommendation metadata of the first data object;
receive a recommendation search criteria relating to the first data object;
retrieve recommendation information corresponding to the recommendation search criteria, wherein the recommendation information is based on at least one inference determined from the structured storage model; and
transmit the recommendation information.
12. The system of claim 11 wherein the processor-based application, when executed on a computer, will further cause the processor to retrieve recommendation metadata of the first data object satisfying at least a portion of the recommendation search criteria.
13. The system of claim 11 wherein the processor-based application, when executed on a computer, will further cause the processor to: receive a new user command relating to the first data object; update the structured storage model with a new edge representing the new user command;
determine at least one new inference relating to the first data object based on the new edge in the updated structured storage model; and update the recommendation metadata of the first data object with the at least one new inference relating to the first data object.
14. The system of claim 11 wherein the processor-based application, when executed on a computer, will further cause the processor to:
receive the recommendation search criteria relating to the first data object from the data manager;
analyze the structured storage model in light of the request; and
determine at least one inference relating to the first data object and satisfying at least a portion of the recommendation search criteria based on at least one edge representing the first user command relating to the first data object.
15. The system of claim 11 wherein the structured storage model is stored with the plurality of data objects in a data store managed by the data manager in the network application service.
16. The system of claim 11 wherein the structured storage model is a graphical representation.