Comparative expertise level-based discovery system and method
A comparative expertise level-based discovery system infers an expertise level associated with a system user from a plurality of usage behaviors and compares this expertise level with expertise levels associated with computer-implemented objects. One or more of the computer-implemented objects are selected for delivery to the user in accordance with a comparison of the inferred expertise level of the user and the expertise levels associated with the computer-implemented objects. The expertise levels associated with the computer-implemented objects may be inferred from information within the objects such as text and/or may be inferred from usage behaviors. Inferences of interests of the user may further inform the selection of one or more of the computer-implemented objects for delivery to the user. Explanations for the delivery of the computer-implemented objects may be provided to the user.
1. A computer-implemented method, comprising:
inferring automatically a first expertise level of a first person who is a first user of a computer-implemented system from a plurality of usage behaviors;
accessing a plurality of expertise levels, wherein each of the plurality of expertise levels are associated with each of a plurality of computer-implemented objects;
selecting a first computer-implemented object of the plurality of computer-implemented objects, wherein the selecting is performed by a computer-implemented function executed on a processor-based device in accordance with a comparison of the first expertise level of the first person with a second expertise level of the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects; and
delivering the first computer-implemented object to the first person.
2. The method of claim 1 , further comprising:
inferring automatically the first expertise level from the plurality of usage behaviors, wherein the plurality of usage behaviors are associated with a plurality of usage behavior categories.
3. The method of claim 1 , further comprising:
accessing the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the computer-implemented objects comprise text-based information.
4. The method of claim 3 , further comprising:
accessing the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the plurality of expertise values are automatically inferred from the text-based information.
5. The method of claim 1 , further comprising:
accessing the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the plurality of expertise levels are associated with a plurality of users of the computer-implemented system who are each represented by one of the plurality of the computer-implemented objects.
6. The method of claim 5 , further comprising:
accessing the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the plurality of expertise levels are associated with the plurality of users of the computer-implemented system who are each represented by one of the plurality of the computer-implemented objects, wherein the expertise values are inferred automatically from usage behaviors.
7. The method of claim 1 , further comprising:
selecting the first computer-implemented object of the plurality of computer-implemented objects, wherein the selecting is performed by the computer-implemented function executed on the processor-based device in accordance with an automatically inferred interest of the first person, wherein the inferred interest is based on a plurality of usage behaviors.
8. A computer-implemented system comprising one or more processor-based devices configured to execute:
an expertise inference function that infers a first expertise level of a first person who is a first user of a computer-implemented system from a plurality of usage behaviors;
an expertise access function that accesses a plurality of expertise levels, wherein each of the plurality of expertise levels are associated with each of a plurality of computer-implemented objects;
a discovery function that selects a first computer-implemented object of the plurality of computer-implemented objects, wherein the selection of the first computer-implemented object is performed in accordance with a comparison of the first expertise level of the first person with a second expertise level of the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects; and
a delivery function that delivers the first computer-implemented object to the first person.
9. The system of claim 8 comprising the one or more processor-based devices configured to execute:
the expertise inference function that infers the first expertise level of the first person who is the first user of the computer-implemented system from the plurality of usage behaviors, wherein the plurality of usage behaviors are associated with a plurality of usage behavior categories.
10. The system of claim 8 , further comprising the one or more processor-based devices configured to execute:
the expertise access function that accesses the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the computer-implemented objects comprise text-based information.
11. The system of claim 10 comprising the one or more processor-based devices configured to execute:
the expertise access function that accesses the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the plurality of expertise values are automatically inferred from the text-based information.
12. The system of claim 8 comprising the one or more processor-based devices configured to execute:
the expertise access function that accesses the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the plurality of expertise levels are associated with a plurality of users of the computer-implemented system who are each represented by one of the plurality of the computer-implemented objects.
13. The system of claim 12 comprising the one or more processor-based devices configured to execute:
the expertise access function that accesses the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the plurality of expertise levels are associated with the plurality of users of the computer-implemented system who are each represented by one of the plurality of the computer-implemented objects, wherein the plurality of expertise values are inferred from usage behaviors.
14. The system of claim 8 comprising the one or more processor-based devices configured to execute:
the discovery function that selects the first computer-implemented object of the plurality of computer-implemented objects, wherein the selection of the first computer-implemented object is performed in accordance with an inferred interest of the first person, wherein the inferred interest is based on a plurality of usage behaviors.
15. The system of claim 8 comprising the one or more processor-based devices configured to execute:
the discovery function that selects the first computer-implemented object of the plurality of computer-implemented objects, wherein the selection of the first computer-implemented object is performed in accordance with the comparison of the first expertise level of the first person with the second expertise level of the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects, wherein the comparison identifies a negative correlation between the first expertise level and the second expertise level.
16. The system of claim 8 comprising the one or more processor-based devices configured to execute:
the delivery function that delivers the first computer-implemented object to the first person, wherein the first computer-implemented object is delivered in response to a search request performed by the first person.
17. A computer-implemented system comprising one or more processor-based devices configured to execute:
an expertise inference function that infers a first expertise level of a first person who is a first user of a computer-implemented system from a plurality of usage behaviors;
an expertise access function that accesses a plurality of expertise levels, wherein each of the plurality of expertise levels are associated with each of a plurality of computer-implemented objects;
a discovery function that selects a first computer-implemented object of the plurality of computer-implemented objects, wherein the selection of the first computer-implemented object is performed in accordance with a comparison of the first expertise level of the first person with a second expertise level of the plurality of expertise levels that are associated with each of the plurality of computer-implemented objects;
a recommendation delivery function that delivers the first computer-implemented object to the first person; and
an explanatory function that delivers to the first person an explanation for the delivery of the first computer-implemented object.
18. The system of claim 17 comprising the one or more processor-based devices configured to execute:
the explanatory function that delivers to the first person the explanation for the delivery of the first computer-implemented object, wherein the explanation references the first expertise level.
19. The system of claim 17 comprising the one or more processor-based devices configured to execute:
the explanatory function that delivers to the first person the explanation for the delivery of the first computer-implemented object, wherein the explanation references the second expertise level.
20. The system of claim 19 comprising the one or more processor-based devices configured to execute:
the explanatory function that delivers to the first person the explanation for the delivery of the first computer-implemented object, wherein the explanation references the second expertise level and an inferred interest of the first person.
21. The system of claim 17 comprising the one or more processor-based devices configured to execute:
the explanatory function that delivers to the first person the explanation for the delivery of the first computer-implemented object, wherein the explanation references the comparison between the first expertise level and the second expertise level.