Methods and systems for personalized screen content optimization

1. A method comprising:

selecting, based on demographical data of a user, a first plurality of content items from a first plurality of content categories for recommendation on a device, wherein each content category of the first plurality of content categories has an associated reward score;

receiving from the device a request to access a content item from the first plurality of content items;

identifying multiple content categories of the first plurality of content categories that include the requested content item;

only increasing reward score of the content category of the multiple identified content categories that has the highest reward score, wherein reward scores of other content categories of the multiple identified content categories are not increased;

selecting, based on a multi-armed bandit solution model, a second plurality of content categories based on the reward score of each content category;

selecting, based on demographical data of the user, a second plurality of content items from the second plurality of content categories; and

causing the user device to generate for display, identifiers of the second plurality of content items.

2. The method of claim 1 , wherein, only increasing reward score of the content category of the multiple identified content categories further comprises:

selecting an identifier of a category;

identifying a plurality of categories that include the identifier;

determining a score of each identified category, from the plurality of categories, that include the identifier, to identify a category having the highest score; and

only increasing the reward score of the category with the highest score.

3. The method of claim 1 , wherein the demographical data of a user is the age of the user.

4. The method of claim 1 , wherein the multiple content categories are identified from genres consisting of kids, educational, mystery, news, comedy, documentary, game show, sci-fi, fantasy, sports, action popularity, sitcom, movie, community, and drama.

5. The method of claim 1 , further comprising, calculating the increase of the reward score of the content category of the multiple identified content categories based on a recall value.

6. The method of claim 5 , wherein the recall value is computed to be proportional to a number of requests for a content item.

7. The method of claim 5 , wherein the recall value is computed to be inversely proportional to a number of times an identifier of that content item was generated for display in a carousel.

8. The method of claim 1 , wherein the request to access a content item is specific to a single user.

9. The method of claim 1 , further comprising, tracking reward scores to provide a confidence level.

10. The method of claim 1 , further comprising generating a graphical user interface to display the content categories as carousels on a display screen.

11. A system comprising:

communications circuitry configured to access a database containing content items; and

control circuitry configured to:

select, based on demographical data of a user, a first plurality of content items, from the database, from a first plurality of content categories for recommendation on a device, wherein each content category of the first plurality of content categories has an associated reward score;

receive from the device a request to access a content item from the first plurality of content items;

identify multiple content categories of the first plurality of content categories that include the requested content item;

only increase reward score of the content category of the multiple identified content categories that has the highest reward score, wherein reward scores of other content categories of the multiple identified content categories are not increased;

select, based on a multi-armed bandit solution model, a second plurality of content categories based on the reward score of each content category;

select, based on demographical data of the user, a second plurality of content items from the second plurality of content categories; and

cause, using the communications circuitry, to generate for display on the device, identifiers of the second plurality of content items.

12. The system of claim 11 , wherein, only increasing reward score of the content category of the multiple identified content categories further comprises, the control circuitry configured to:

select an identifier of a category;

identify a plurality of categories that include the identifier;

determine a score of each identified category, from the plurality of categories, that include the identifier, to identify a category having the highest score; and

only increase the reward score of the category with the highest score.

13. The system of claim 11 , wherein the demographical data of a user is the age of the user.

14. The system of claim 11 , wherein the multiple content categories are identified by the control circuitry from genres consisting of kids, educational, mystery, news, comedy, documentary, game show, sci-fi, fantasy, sports, action popularity, sitcom, movie, community, and drama.

15. The system of claim 11 , further comprising, the control circuitry configured to calculate the increase of the reward score of the content category of the multiple identified content categories based on a recall value.

16. The system of claim 15 , wherein the recall value is computed by the control circuitry to be proportional to a number of requests for a content item.

17. The system of claim 15 , wherein the recall value is computed by the control circuitry configured to be inversely proportional to a number of times an identifier of that content item was generated for display in a carousel.

18. The system of claim 11 , wherein the request to access a content item is specific to a single user.

19. The system of claim 11 , further comprising, the control circuitry configured to track the reward scores and provide a confidence value related to the reward score.

20. The system of claim 11 , further comprising, the control circuitry configured to generate a graphical user interface to display the content categories as carousels on a display screen.