IP Library Granted Patent US 10,368,114
Granted Patent B2
US 10,368,114 · App. 15/210,721 · Granted Jul 30, 2019

Media channel creation based on free-form media input seeds

Inventor: Eric Kenson Bieschke (San Francisco, CA)
Assignee: Pandora Media, LLC
H04N21/26258H04N21/439H04N21/4756H04N21/4825H04N21/6125H04N21/84
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Quick Facts
Patent No.
US 10,368,114
App. No.
15/210,721
Granted
Jul 30, 2019
Kind
B2
Abstract

A content server generates a media channel including a plurality of media items. A request for a media channel is received from a client device of a user, the request including a free-form media input seed identifying a plurality of ambiguous entities. A plurality of media playlists of media items is determined where each media playlist is associated with a corresponding one of the plurality of ambiguous entities identified by the free-form media input seed. The plurality of media playlists are combined into the media channel that includes media items selected from among the plurality of media playlists. The media channel is provided to the client device.

Claims (73)

1. A computer-implemented method for generating a media channel including a plurality of media items, comprising:

storing a set of media items, each media item stored with a predetermined plurality of media item scores, each media item score for the media item describing a magnitude of the media item's relevance to a distinct ambiguous entity term from a set of ambiguous entity terms;

storing a plurality of predetermined entity scores, each entity score associated with a corresponding ambiguous entity term from the set of ambiguous entity terms and describing an importance of the corresponding ambiguous entity term in media input seeds;

receiving a request for a media channel from a client device of a user, the request including a textual free-form media input seed that comprises a plurality of ambiguous entity terms input by the user, wherein an ambiguous entity term of the plurality of ambiguous entity terms does not identify an entity within a set of valid entity types related to the set of media items, the valid set of entity types having meaning within a music context and the valid set of entity types including a musicological feature;

identifying, for each ambiguous entity term from the plurality of ambiguous entity terms input by the user, a plurality of media items that are correlated with the ambiguous entity term from the set of media items, the correlation of a media item to an ambiguous entity term based on the media item's predetermined media item score indicating a magnitude of the media item's relevance to the ambiguous entity term;

generating, for each ambiguous entity term, a media playlist to generate a plurality of media playlists, each media playlist including the identified plurality of media items that are correlated with the ambiguous entity term;

calculating ranking scores for the identified plurality of media items included in the plurality of media playlists, a ranking score for a media item from the identified plurality of media items based on a stored entity score for the ambiguous entity term that is associated with the media playlist that includes the media item and the media item's media item score indicating a magnitude of the media item's relevance to the ambiguous entity term;

ranking the identified plurality of media items based on the calculated ranking scores; and

combining the plurality of media playlists for the plurality of ambiguous entity terms included in the textual free-form media input seed into the media channel by selecting a subset of the identified plurality of media items to include in the media channel based on the ranking; and

providing the media channel to the client device.

2. The computer-implemented method of claim 1 , wherein generating the media playlist further comprises:

identifying musicological features of a media item in the media playlist;

identifying other media items having musicological features matching the musicological features of the media item in the media playlist; and

adding the identified other media items to the media playlist.

3. The computer-implemented method of claim 1 , wherein calculating the ranking scores comprises:

identifying a co-occurring media item that is included in multiple ones of the plurality of media playlist;

calculating a ranking score for the co-occurring media item based on entity scores respectively describing importances of the ambiguous entities associated with the multiple ones of the plurality of media playlists in which the co-occurring media item is included and media item scores indicating magnitudes of the co-occurring media item's relevance to the ambiguous entities associated with the multiple ones of the plurality of media playlists in which the co-occurring media item is included.

4. The computer-implemented method of claim of claim 1 , further comprising:

receiving user feedback on the subset of the identified plurality of media items provided in the media channel;

adjusting entity scores of the plurality of ambiguous entity terms and media item scores of the subset of the identified plurality of media items according to the user feedback;

adjusting the ranking scores for the subset of the identified plurality of media items based on the adjusted entity scores and the adjusted media item scores;

updating the ranking of the subset of the identified plurality of media items based on the adjusted ranking scores; and

selecting another subset of the identified plurality of media items to include in the media channel based on the updated ranking.

5. A non-transitory computer-readable storage medium storing executable computer program instructions for generating a media channel including a plurality of media items, the instructions executable to perform steps comprising:

storing a set of media items, each media item stored with a predetermined plurality of media item scores, each media item score for the media item describing a magnitude of the media item's relevance to a distinct ambiguous entity term from a set of ambiguous entity terms;

storing a plurality of predetermined entity scores, each entity score associated with a corresponding ambiguous entity term from the set of ambiguous entity terms and describing an importance of the corresponding ambiguous entity term in media input seeds;

receiving a request for a media channel from a client device of a user, the request including a textual free-form media input seed that comprises a plurality of ambiguous entity terms input by the user, wherein an ambiguous entity term of the plurality of ambiguous entity terms does not identify an entity within a set of valid entity types related to the set of media items, the valid set of entity types having meaning within a music context and the valid set of entity types including a musicological feature;

identifying, for each ambiguous entity term from the plurality of ambiguous entity terms input by the user, a plurality of media items that are correlated with the ambiguous entity term from the set of media items, the correlation of a media item to an ambiguous entity term based on the media item's predetermined media item score indicating a magnitude of the media item's relevance to the ambiguous entity term;

generating, for each ambiguous entity term, a media playlist to generate a plurality of media playlists, each media play list including the identified plurality of media items that are correlated with the ambiguous entity term;

calculating ranking scores for the identified plurality of media items included in the plurality of media playlists, a ranking score for a media item from the identified plurality of media items based on a stored entity score for the ambiguous entity term that is associated with the media playlist that includes the media item and the media item's media item score indicating a magnitude of the media item's relevance to the ambiguous entity term;

ranking the identified plurality of media items based on the calculated ranking scores; and

combining the plurality of media playlists for the plurality of ambiguous entity terms included in the textual free-form media input seed into the media channel by selecting a subset of the identified plurality of media items to include in the media channel based on the ranking; and

providing the media channel to the client device.

6. The non-transitory computer-readable storage medium of claim 5 , wherein generating the media playlist further comprises:

identifying musicological features of a media item in the media playlist;

identifying other media items having musicological features matching the musicological features of the media item in the media playlist; and

adding the identified other media items to the media playlist.

7. The non-transitory computer-readable storage medium of claim 5 , wherein calculating the ranking scores comprises:

identifying a co-occurring media item that is included in multiple ones of the plurality of media playlist; and

calculating a ranking score for the co-occurring media item based on entity scores respectively describing importances of the ambiguous entities associated with the multiple ones of the plurality of media playlists in which the co-occurring media item is included and media item scores indicating magnitudes of the co-occurring media item's relevance to the ambiguous entities associated with the multiple ones of the plurality of media playlists in which the co-occurring media item is included.

8. The non-transitory computer-readable storage medium of claim 5 , wherein the instructions are executable to perform further steps comprising:

receiving user feedback on the subset of the identified plurality of media items provided in the media channel;

adjusting entity scores of the plurality of ambiguous entity terms and media item scores of the subset of the identified plurality of media items according to the user feedback;

adjusting the ranking scores for the subset of the identified plurality of media items based on the adjusted entity scores and the adjusted media item scores;

updating the ranking of the subset of the identified plurality of media items based on the adjusted ranking scores; and

selecting another subset of the identified plurality of media items to include in the media channel based on the updated ranking.

9. A device for generating a media channel including a plurality of media items, comprising:

a processor configured to execute modules; and

a memory storing the modules, the modules executable by the processor to perform steps comprising:

storing a set of media items, each media item stored with a predetermined plurality of media item scores, each media item score for the media item describing a magnitude of the media item's relevance to a distinct ambiguous entity term from a set of ambiguous entity terms;

storing a plurality of predetermined entity scores, each entity score associated with a corresponding ambiguous entity term from the set of ambiguous entity terms and describing an importance of the corresponding ambiguous entity term in media input seeds;

receiving a request for a media channel from a client device of a user, the request including a textual free-form media input seed that comprises a plurality of ambiguous entity terms input by the user, wherein an ambiguous entity term of the plurality of ambiguous entity terms does not identify an entity within a set of valid entity types related to the set of media items, the valid set of entity types having meaning within a music context and the valid set of entity types including a musicological feature;

identifying, for each ambiguous entity term from the plurality of ambiguous entity terms input by the user, a plurality of media items that are correlated with the ambiguous entity term from the set of media items, the correlation of a media item to an ambiguous entity term based on the media item's media item score indicating a magnitude of the media item's relevance to the ambiguous entity term;

generating, for each ambiguous entity term, a media playlist to generate a plurality of media playlists, each media play list including the identified plurality of media items that are correlated with the ambiguous entity term;

calculating ranking scores for the identified plurality of media items included in the plurality of media playlists, a ranking score for a media item from the identified plurality of media items based on a stored entity score for the ambiguous entity term that is associated with the media playlist that includes the media item and the media item's media item score indicating a magnitude of the media item's relevance to the ambiguous entity term;

ranking the identified plurality of media items based on the calculated ranking scores; and

combining the plurality of media playlists for the plurality of ambiguous entity terms included in the textual free-form media input seed into the media channel by selecting a subset of the identified plurality of media items to include in the media channel based on the ranking; and

providing the media channel to the client device.

10. The device of claim of claim 9 , wherein generating the playlist further comprises:

identifying musicological features of a media item in the media playlist;

identifying other media items having musicological features matching the musicological features of the media item in the media playlist; and

adding the identified other media items to the media playlist.

11. The device of claim 10 , wherein calculating the ranking scores comprises:

identifying a co-occurring media item that is included in multiple ones of the plurality of media playlist; and

calculating a ranking score for the co-occurring media item based on entity scores respectively describing importances of the ambiguous entities associated with the multiple ones of the plurality of media playlists in which the co-occurring media item is included and media item scores indicating magnitudes of the co-occurring media item's relevance to the ambiguous entities associated with the multiple ones of the plurality of media playlists in which the co-occurring media item is included.

12. The computer-implemented method of claim 1 , further comprising:

identifying, for at least one ambiguous entity term, a media item that includes the ambiguous entity term in lyrics of the media item.

13. The computer-implemented method of claim 1 , further comprising:

identifying, for at least one ambiguous entity term, a media item that includes the ambiguous entity term in a title of the media item.

14. The computer-implemented method of claim 1 , wherein identifying, for each ambiguous entity term a plurality of media items that are correlated with the ambiguous entity term comprises:

identifying for each ambiguous entity term, media items from the stored set of media items having media item scores for the ambiguous entity term that are above a threshold.

15. The computer-implemented method of claim 1 , wherein a first media item from the identified plurality of media items is associated with a first ambiguous entity term input by the user that has a higher entity score than a second ambiguous entity term input by the user that is associated with a second media item from the identified plurality of media items, and

wherein the first media item is ranked higher in the media channel than the second media item.

Assignments (7)
SECURITY INTEREST Recorded Nov 26, 2025
From: PANDORA MEDIA, LLC
To: JPMORGAN CHASE BANK, N.A., AS ADMINISTRATIVE AGENT
Reel/Frame 073043/0142 →
CHANGE OF NAME Recorded Mar 29, 2019
From: PANDORA MEDIA, INC.
To: PANDORA MEDIA, LLC
Reel/Frame 048748/0255 →
RELEASE OF SECURITY INTEREST Recorded Feb 1, 2019
From: WELLS FARGO BANK, NATIONAL ASSOCIATION
To: PANDORA MEDIA CALIFORNIA, LLC; ADSWIZ INC.
Reel/Frame 048209/0925 →
SECURITY INTEREST Recorded Dec 29, 2017
From: PANDORA MEDIA, INC.; PANDORA MEDIA CALIFORNIA, LLC
To: WELLS FARGO BANK, NATIONAL ASSOCIATION
Reel/Frame 044985/0009 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 7, 2016
From: BIESCHKE, ERIC KENSON
To: SAVAGE BEAST TECHNOLOGIES INCORPORATED
Reel/Frame 040594/0551 →
MERGER Recorded Dec 7, 2016
From: PANDORA MEDIA, INC.
To: PANDORA MEDIA, INC.
Reel/Frame 040594/0569 →
CHANGE OF NAME Recorded Dec 7, 2016
From: SAVAGE BEAST TECHNOLOGIES INCORPORATED
To: PANDORA MEDIA, INC.
Reel/Frame 040845/0058 →
Continuity (2)
Provisional Application 62201035 · Aug 4, 2015
Related Publication 20170041656A1 · Feb 9, 2017