Playlist-based detection of similar digital works and work creators

• US 8,468,046 B2
• Filed: 08/02/2012
• Issued: 06/18/2013
• Est. Priority Date: 04/19/2001
• Status: Expired due to Term

• Current Assignee: Amazon Technologies, Inc. (Amazon.com, Inc.)
• Original Assignee: Amazon.com, Inc.
• Inventors: Harbick, Andrew V., Snodgrass, Ryan J., Spiegel, Joel R.
• Primary Examiner(s): CHAMPAGNE, DONALD
• Application Number:
  US13/565,568
• Publication Number:
  US 20120303713A1
• Time in Patent Office: 320 Days
• Field of Search: 705/7.31, 705/7.32, 705/7.33, 705/26.7
• US Class Current: 705/7.31
• CPC Class Codes: G06F 16/24578 using ranking
• CPC Class Codes: G06Q 30/02 Marketing; Price estimation or determination; Fundraising
• CPC Class Codes: G06Q 30/0631 Item recommendations
• CPC Class Codes: H04L 51/02 using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages

Abstract

A computer-implemented service recommends digital works (and/or creators of works) to a user based on works currently or previously played or downloaded by the user on a player device or based on playlists stored on the player device. The works may be, for example, music files, video files, electronic books, or other digital content for playing by users. A user may thus obtain personalized recommendations that are based on works obtained from sources (web sites, physical CDs, etc.) that are independent of the recommendations system. In one embodiment, the service identifies pairs of works (and/or work creators) that are similar to each other by virtue of the relatively high frequency with which they co-occur on playlists or within play histories of users. The resulting mappings are used to provide recommendations to users.

Claims

1. Non-transitory computer storage that stores executable code that instructs a computer system to perform a process that comprises:

accessing user-generated playlists of each of a plurality of users, each user-generated playlist specifying a plurality of digital works grouped together for playing;

generating digital work similarity data that identifies particular digital works that are similar to each other, wherein generating the digital work similarity data comprises generating measures of how frequently particular digital works co-occur on the user generated playlists; and

storing the digital work similarity data in computer storage for subsequent look-up.

2. The non-transitory computer storage of claim 1, wherein generating the digital work similarity data comprises generating a data value that represents a degree to which a first digital work and a second digital work are similar to each other, said data value dependent upon a number of times the first and second digital works co-occur on the user-generated playlists.

3. The non-transitory computer storage of claim 1, wherein the digital works are music tracks.

4. The non-transitory computer storage of claim 1, wherein the digital work similarity data is based additionally on co-occurrences of the digital works in play histories of users.

5. The non-transitory computer storage of claim 1, wherein the process additionally comprises receiving the user-generated playlists from player devices of the users.

6. The non-transitory computer storage of claim 1, wherein the process additionally comprises generating creator similarity data based at least partly on the user-generated playlists.

7. The non-transitory computer storage of claim 1, wherein the process additionally comprises using the digital work similarity data to cause a player device of a user to display a recommendation of a first digital work that is a similar to a second digital work currently being played on the player device.

8. The non-transitory computer storage of claim 1, wherein the process additionally comprises using the digital work similarity data to cause a player device of a user to automatically play, following the completion of playing of a first digital work selected by the user, a second digital work that is similar to the first digital work.

9. The non-transitory computer storage of claim 1, wherein the process additionally comprises using the digital work similarity data, in combination with information regarding digital work preferences of a user, to generate a recommended playlist for the user, said recommended playlist comprising a personalized selection of digital works.

10. The non-transitory computer storage of claim 1, in combination with the computer system, wherein the computer system is programmed with said executable code to perform said process.

11. Non-transitory computer storage that stores executable code that instructs a computer system to perform a process that comprises:

accessing user-generated playlists of each of a plurality of users, each user-generated playlist specifying a plurality of digital works grouped together for playing;

generating creator similarity data that identifies particular digital work creators that are similar to each other, wherein generating the creator similarity data comprises determining how frequently particular digital work creators co-occur on the user generated playlists; and

storing the creator similarity data in computer storage for subsequent look-up.

12. The non-transitory computer storage of claim 11, wherein generating the creator similarity data comprises generating a data value that represents a degree to which a first creator and a second creator are similar to each other, said data value dependent upon a number of times the first and second creators co-occur on the user-generated playlists.

13. The non-transitory computer storage of claim 11, wherein the digital works are music tracks.

14. The non-transitory computer storage of claim 11, wherein the creator similarity data is based additionally on co-occurrences of the creators in play histories of users.

15. The non-transitory computer storage of claim 11, wherein the process additionally comprises receiving the user-generated playlists from player devices of users.

16. The non-transitory computer storage of claim 11, wherein the process additionally comprises using the creator similarity data to select digital works and/or digital work creators to recommend to users.

17. The non-transitory computer storage of claim 11, in combination with the computer system, wherein the computer system is programmed with said executable code to perform said process.

18. Non-transitory computer storage comprising executable code that directs a player device of a user to perform a process that comprises:

accessing a user-generated playlist stored on the player device, said user-generated playlist specifying a plurality of digital works grouped together by the user for playing;

transmitting the user-generated playlist from the player device to a server;

receiving, from the server, information specifying at least one recommendation of an additional digital work, said recommendation based at least partly on the playlist; and

causing the recommendation of the additional digital work to be displayed on the player device.

19. The non-transitory computer storage of claim 18, wherein the personalized recommendation is based in part on digital work similarity data, said digital work similarity data based at least partly on co-occurrences of digital works on a plurality of user-generated playlists of a plurality of users.

20. The non-transitory computer storage of claim 18, wherein the process further comprises transmitting to said server data regarding digital work playing events on the player device, wherein the at least one recommendation is based additionally on said digital work playing events.

21. The non-transitory computer storage of claim 20, wherein the data regarding playing events includes timestamps indicating when particular digital works were played.

22. The non-transitory computer storage of claim 20, wherein the executable code is configured to cache the data regarding the digital work playing events on the player device when no network connection is available, and to transmit the cached data regarding playing events to the server when a network connection is established.

23. The non-transitory computer storage of claim 18, wherein the digital works are music tracks.

24. The non-transitory computer storage of claim 18, in combination with a computer system programmed to use the playlist, in combination with playlists received from player devices of other users, to identify digital works that are similar to each other.