Identifying and rendering content relevant to a user's current mental state and context
Systems and methods are provided for identifying and rendering content relevant to a user's current mental state and context. In an aspect, a system includes a state component that determines a state of a user during a current session of the user with the media system based on navigation of the media system by the user during the current session, media items provided by the media system that are played for watching by the user during the current session, and a manner via which the user interacts with or reacts to the played media items. In an aspect, the state of the user includes a mood of the user. A selection component then selects a media item provided by the media provider based on the state of the user, and a rendering component effectuates rendering of the media item to the user during the current session.
1. A method, comprising:
obtaining characteristics of a current context of a user comprising obtaining information specifying a current location of the user and one or more media items viewed by the user during a current viewing session with a media player, wherein the characteristics of the current context of the user comprises characteristics of media items viewed by other users in the current location of the user;
determining a current state of mind of the user based on the current location and characteristics of the one or more media items; selecting a subsequent media item to provide through the media player based on the determined current state of mind of the user; and
effectuating playing of the subsequent media item to the user through the media player.
2. The method of claim 1 , wherein the characteristics of the current context of the user comprises a length of each media item viewed by the user during the current viewing session.
3. The method of claim 1 , wherein the state of mind of the user comprises one of an entertainment state or a work related state.
4. The method of claim 1 , wherein obtaining the information specifying the current location of the user comprises obtaining location information from a global positioning system.
5. The method of claim 1 , wherein the characteristics of the current context of the user comprises at least one of (i) events at the current location of the user, (ii) one or more other users at the current location of the user, (iii) weather at the current location of the user, or (iv) traffic at the current location of the user.
6. The method of claim 1 , further comprising:
determining that the user's level of engagement with the media player has become a passive engagement;
selecting a content item to display through the media player while the user is passively engaged with media content played by the media player; and
effectuating playing of the content item to the user through the media player.
7. The method of claim 1 , wherein the characteristics of the current context of the user comprises characteristics of media items viewed by other users that are connected to the user in a social graph.
8. The method of claim 1 , wherein determining the current state of mind of the user comprises:
processing context attribute data comprising data specifying the current location and characteristics of the one or more media items using a machine-learning model to generate an output that infers the current state of mind of the user.
9. The method of claim 1 , wherein selecting a subsequent media item to provide through the media player based on the determined current state of mind of the user comprises processing the determined current state of mind of the user using a machine learning model.
10. A system comprising:
a data storage device; and one or more processors configured to interact with the data storage device executing instructions that cause the one or more processors to perform operations comprising:
obtaining characteristics of a current context of a user comprising obtaining information specifying a current location of the user and one or more media items viewed by the user during a current viewing session with a media player, wherein the characteristics of the current context of the user comprises characteristics of media items viewed by other users in the current location of the user;
determining a current state of mind of the user based on the current location and characteristics of the one or more media items;
selecting a subsequent media item to provide through the media player based on the determined current state of mind of the user; and
effectuating playing of the subsequent media item to the user through the media player.
11. The system of claim 10 , wherein the characteristics of the current context of the user comprises a length of each media item viewed by the user during the current viewing session.
12. The system of claim 10 , wherein the state of mind of the user comprises one of an entertainment state or a work related state.
13. The system of claim 10 , wherein obtaining the information specifying the current location of the user comprises obtaining location information from a global positioning system.
14. The system of claim 10 , wherein the characteristics of the current context of the user comprises at least one of (i) events at the current location of the user, (ii) one or more other users at the current location of the user, (iii) weather at the current location of the user, or (iv) traffic at the current location of the user.
15. The system of claim 10 , wherein the operations comprise:
determining that the user's level of engagement with the media player has become a passive engagement;
selecting a content item to display through the media player while the user is passively engaged with media content played by the media player; and
effectuating playing of the content item to the user through the media player.
16. The system of claim 10 , wherein the characteristics of the current context of the user comprises characteristics of media items viewed by other users that are connected to the user in a social graph.
17. A non-transitory computer readable medium storing instructions that, upon execution, cause one or more processors to perform operations comprising:
obtaining characteristics of a current context of a user comprising obtaining information specifying a current location of the user and one or more media items viewed by the user during a current viewing session with a media player, wherein the characteristics of the current context of the user comprises characteristics of media items viewed by other users in the current location of the user;
determining a current state of mind of the user based on the current location and characteristics of the one or more media items;
selecting a subsequent media item to provide through the media player based on the determined current state of mind of the user; and effectuating playing of the subsequent media item to the user through the media player.
18. The non-transitory computer readable medium of claim 17 , wherein the characteristics of the current context of the user comprises a length of each media item viewed by the user during the current viewing session.
19. The non-transitory computer readable medium of claim 17 , wherein the state of mind of the user comprises one of an entertainment state or a work related state.
20. The non-transitory computer readable medium of claim 17 , wherein obtaining the information specifying the current location of the user comprises obtaining location information from a global positioning system.