Video viewer targeting based on preference similarity

• US 9,967,603 B2
• Filed: 11/10/2016
• Issued: 05/08/2018
• Est. Priority Date: 09/17/2008
• Status: Active Grant

• Current Assignee: Adobe Inc.
• Original Assignee: Adobe Systems Incorporated (Adobe Inc.)
• Inventors: Lopatecki, Jason, Rose, Adam, Hughes, John, Wilson, Brett
• Primary Examiner(s): Chae, Kyu
• Application Number:
  US15/348,780
• Publication Number:
  US 20170094331A1
• Time in Patent Office: 544 Days
• CPC Class Codes: G06F 15/16 Combinations of two or more digital computers each having at least an arithmetic unit, a program unit and a register, e.g. for a simultaneous processing of several programs coordinating program control therefor G06F9/52; in regulating and control system G05B
• CPC Class Codes: G06F 16/738 Presentation of query results
• CPC Class Codes: G06F 16/743 a collection of video files or sequences
• CPC Class Codes: G06F 16/7867 using information manually generated, e.g. tags, keywords, comments, title and artist information, manually generated time, location and usage information, user ratings
• CPC Class Codes: H04L 67/02 based on web technology, e.g. hypertext transfer protocol [HTTP]
• CPC Class Codes: H04N 21/252 Processing of multiple end-users' preferences to derive collaborative data
• CPC Class Codes: H04N 21/2662 Controlling the complexity of the video stream, e.g. by scaling the resolution or bitrate of the video stream based on the client capabilities
• CPC Class Codes: H04N 21/2668 Creating a channel for a dedicated end-user group, e.g. insertion of targeted commercials based on end-user profiles information retrieval from the Internet by querying with filtering and personalisation G06F16/9535; arrangements for replacing or switching information during the broadcast H04H20/10; push services over packet-switching network H04L12/1859; adaptation of message content in packet-switching networks H04L51/063
• CPC Class Codes: H04N 21/278 Content descriptor database or directory service for end-user access details of content or meta data based information retrieval of video data in video databases G06F16/739
• CPC Class Codes: H04N 21/44226 on social networks
• CPC Class Codes: H04N 21/4788 communicating with other users, e.g. chatting arrangements for providing for computer conferences, e.g. chat rooms, to substation in data switching networks H04L12/1813; distributed application using peer-to-peer [P2P] networks H04L67/104
• CPC Class Codes: H04N 21/6582 Data stored in the client, e.g. viewing habits, hardware capabilities, credit card number arrangements where receivers interact with the broadcast H04H20/38

Abstract

Presentation of a video clip is made to persons having a high probability of viewing the clip. A database containing viewers of previously offered video clips is analyzed to determine similarities of preferences among viewers. When a new video clip has been watched by one or more viewers in the database, those viewers who have watched the new clip with positive results are compared with others in the database who have not yet seen it. Prospective viewers with similar preferences are identified as high likelihood candidates to watch the new clip when presented. Bids to offer the clip are based on the degree of likelihood. For one embodiment, a data collection agent (DCA) is loaded to a player and/or to a web page to collect viewing and behavior information to determine viewer preferences. Viewer behavior may be monitored passively by different disclosed methods.

Claims

1. A computer implemented method for outputting a video clip to a display screen of at least one prospective viewer in a target list of prospective viewers, comprising:

generating and storing a database of viewer preferences related to a first video clip;

analyzing the database of viewer preferences related to the first video clip to determine preference similarities among viewers in a first list of viewers who watched the first video clip;

recording, in the database, viewer preferences related to a second video clip;

analyzing the viewer preferences related to the second video clip to;

identify a second list of viewers who watched the second video clip in at least one of a plurality of positive manners;

generate the target list of prospective viewers in the database who have not yet viewed the second video clip and are likely to watch the second video clip based on preference similarities with viewers in both (i) the first list of viewers who watched the first video clip and (ii) the second list of viewers who watched the second video clip in the at least one of the plurality of positive manners, wherein a likelihood determination for prospective viewers in the target list is made by;

analyzing at least one preference-related parameter associated with viewers,

weighing the at least one preference-related parameter,

developing a likelihood score based on the weighed at least one preference-related parameter, and

comparing the likelihood score with a defined likelihood level; and

causing the second video clip to be output to the display screen of the at least one prospective viewer in the target list of prospective viewers.

2. The method of claim 1 wherein generating and storing the database of viewer preferences related to the first video clip comprises collecting the viewer preferences passively without requesting a specific viewer input for rating the first video clip.

3. The method of claim 2, wherein viewer preferences related to a corresponding video clip reflect a viewer action occurring at least one of prior to playing the corresponding video clip, while playing the corresponding video clip, or after playing the corresponding video clip, wherein the corresponding video clip comprises the first video clip or the second video clip.

4. The method of claim 3, wherein the viewer action prior to playing the corresponding video clip comprises at least one of:

viewing a pre-roll advertisement,

accessing the corresponding video clip by a particular method comprising at least one of;

authenticating, logging-in or being incentivized to see the corresponding video clip,

adjusting a bit rate for streaming or downloading the corresponding video clip prior to playing the corresponding video clip, including a direction in which the viewer adjusted the bit rate, or

clicking play if the corresponding video clip is not an auto-playing video clip.

5. The method of claim 3, wherein the viewer action while playing the corresponding video clip comprises at least one of:

adjusting volume level, muting, or un-muting the corresponding video clip,

pausing or un-pausing the corresponding video clip,

fast-forwarding or rewinding the corresponding video clip,

replaying the corresponding video clip, how many times the corresponding video clip was replayed, and what portion of the corresponding video clip was replayed,

viewing the corresponding video clip for a recorded duration and percent completion,

viewing the corresponding video clip in full-screen mode,

adjusting a bit rate for streaming or downloading the corresponding video clip while playing it, including a direction in which the viewer adjusted the bit rate,

clicking-through on an overlay image or on the corresponding video clip itself to be taken to another webpage or web site,

spending time viewing certain segments of the corresponding video clip that are judged to have higher value based on actions of previous viewers, or

viewing a mid-roll advertisement.

6. The method of claim 3, wherein the viewer action after playing the corresponding video clip comprises at least one of:

sharing the corresponding video clip via an embedded code,

sharing the corresponding video clip via e-mail,

sharing the corresponding video clip via a social network,

sharing the corresponding video clip in multiple separate events, where a number representing separate sharing events initiated by the viewer to share the corresponding video clip are recorded,

waiting for a time duration between viewing the corresponding video clip and initiating a sharing event, wherein said time duration is recorded,

bookmarking the corresponding video clip for later viewing,

downloading and saving the corresponding video clip for later viewing, or

subscribing to a channel or feed for a corresponding video clip content producer or artist.

7. The method of claim 1, wherein analyzing the database of viewer preferences related to the first video clip to determine preference similarities among viewers in a first list of viewers who watched the first video clip comprises determining preference similarities at least in part by way of a collaborative filter.

8. The method of claim 1, wherein the second video clip is an advertisement.

9. The method of claim 8, further comprising:

assigning a bid for one or more ad impressions of the second video clip according to the likelihood score of an identified prospective viewer.

10. The method of claim 1, wherein causing the second video clip to be output to the display screen of the at least one prospective viewer in the target list of prospective viewers comprises automatically playing the second video clip when a webpage is viewed that offers the second video clip.

11. The method of claim 1, wherein causing the second video clip to be output to the display screen of the at least one prospective viewer in the target list of prospective viewers comprises providing the at least one prospective viewer an option to play the second video clip when a webpage is viewed that offers the second video clip.

12. The method of claim 1, further comprising:

adding, from the first list of viewers who watched the first video clip, subsequent viewer preferences related to the second video clip to the database to generate an updated second list.

13. The method of claim 1, wherein the viewer preferences related to the first video clip are derived by (a) loading a data collection agent to at least one of a player or a webpage and (b) monitoring viewing and behavior information of each viewer with the data collection agent.

14. A system for outputting a video clip to a display screen based on preference similarities comprising:

one or more servers; and

at least one non-transitory computer readable storage medium storing instructions thereon that, when executed by the one or more servers, cause the system to;

generate and store a database of viewer preferences related to a first video clip;

analyze the database of viewer preferences related to the first video clip to determine preference similarities among viewers in a first list of viewers who watched the first video clip;

record, in the database, viewer preferences related to a second video clip;

analyze the viewer preferences related to the second video clip to;

identify a second list of viewers who watched the second video clip in at least one of a plurality of positive manners;

generate a third list of viewers in the database who have not yet viewed the second video clip and are likely to watch the second video clip based on preference similarities with viewers in both;

(1) the first list of viewers who watched the first video clip and (2) the second list of viewers who watched the second video clip in the at least one of the plurality of positive manners;

wherein a likelihood determination for prospective viewers in the third list is made by;

analyzing at least one preference-related parameter associated with viewers,

weighing the at least one preference-related parameter,

developing a likelihood score based on the weighed at least one preference-related parameter, and

comparing the likelihood score with a defined likelihood level; and

cause the second video clip to be output to a display screen of an electronic device associated with at least one viewer in the third list of viewers who are likely to watch the second video clip.

15. The system of claim 14, wherein the instructions, when executed, cause the system to generate and store the database of viewer preferences related to the first video clip by collecting viewer preferences at least one of before, during, or after the first video clip is played.

16. The system of claim 15, wherein the viewer preferences related to the first video clip reflect viewer actions taken prior to playing the first video clip comprising at least one of:

viewing a pre-roll advertisement,

accessing the first video clip by a particular method comprising at least one of;

authenticating, logging-in, or being incentivized to see the first video clip,

adjusting a bit rate for streaming or downloading the first video clip prior to playing the first video clip, including a direction in which the viewer adjusted the bit rate of the first video clip, or

clicking play if the first video is not an auto-playing video clip.

17. The system of claim 15, wherein the viewer preferences related to the first video clip reflect viewer actions taken while playing the first video clip comprising at least one of:

adjusting volume level, muting, or un-muting the first video clip,

pausing or un-pausing the first video clip,

fast-forwarding or rewinding the first video clip,

replaying the first video clip, how many times the first video clip was replayed, and what portion of the first video clip was replayed,

viewing the first video clip for a recorded duration and percent completion,

viewing the first video clip in full-screen mode,

adjusting a bit rate for streaming or downloading the first video clip while playing the first video clip, including a direction in which the viewer adjusted the bit rate of the first video clip,

clicking-through on an overlay image or on the first video clip itself to be taken to another webpage or web site,

spending time viewing certain segments of the first video clip that are judged to have higher value based on actions of previous viewers, or

viewing a mid-roll advertisement.

18. The system of claim 15, wherein the viewer preferences related to the first video clip reflect viewer actions taken after playing the first video clip comprising at least one of:

sharing the first video clip via an embedded code,

sharing the first video clip via e-mail,

sharing the first video clip via a social network,

sharing the first video clip in multiple separate events, where a number of separate sharing events initiated by the viewer to share the first video clip are recorded,

waiting for a time duration between viewing the first video clip and initiating a sharing event, wherein said time duration is recorded,

bookmarking the first video clip for later viewing,

downloading and saving the first video clip for later viewing, or

subscribing to a channel or feed for a first video clip content producer or artist.

19. The system of claim 14, further comprising instructions that, when executed by the one or more servers, cause the system to:

assign a bid for an opportunity to present an ad impression of the second video clip to the at least one viewer from the third list of viewers according to the likelihood score.

20. The system of claim 19, wherein the system is one of:

a client-based system, a server-based system, or a network-based system.

21. A non-transitory computer readable storage medium including a set of instructions that, when executed by at least one processor, cause a computing device to:

generate and store, in the computer readable storage medium, a database of viewer preferences related to a first video clip;

analyze the database of viewer preferences related to the first video clip to determine preference similarities among viewers in a first list of viewers who watched the first video clip;

record in the database of viewer preferences related to a second video clip;

analyze the viewer preferences related to the second video clip to;

identify a second list of viewers who watched the second video clip and who viewed the second video clip in at least one of a plurality of positive manners;

produce a third list of viewers in the database who have not yet viewed the second video clip and are likely to watch the second video clip based on preference similarities with viewers in both;

(1) the first list of viewers of the first video clip, and (2) the second list of viewers of the second video clip who viewed the second video clip in the at least one of the plurality of positive manners; and

causing the second video clip to be output to a display screen of at least one viewer in the third list of viewers who are most likely to watch the second video clip,

wherein a likelihood determination for viewers in the third list who are likely to watch the second video clip is made by;

analyzing at least one preference-related parameter associated with viewers,

weighting the at least one preference-related parameter,

developing a likelihood score based on the weighted at least one preference-related parameter, and

comparing the likelihood score with a defined likelihood level.

22. The non-transitory computer readable storage medium of claim 21, wherein the set of instructions, when executed by the at least one processor, cause the computing device to generate and store the database of viewer preferences related to the first video clip by passively collecting viewer preferences without requesting a specific viewer input for rating the first video clip.

23. The non-transitory computer readable storage medium of claim 22, wherein viewer preferences related to a corresponding video clip, wherein the corresponding video clip comprises the first video clip or the second video clip, reflect viewer actions taken prior to playing the corresponding video clip comprising at least one of:

viewing a pre-roll advertisement,

accessing the corresponding video clip by a particular method comprising at least one of;

authenticating, logging-in, or being incentivized to see the corresponding video clip,

adjusting a bit rate for streaming or downloading the corresponding video clip prior to playing the corresponding video clip, including a direction in which the viewer adjusted the bit rate, or

clicking play if the corresponding video clip is not an auto-playing video clip.

24. The non-transitory computer readable storage medium of claim 22, wherein viewer preferences related to a corresponding video clip, wherein the corresponding video clip comprises the first video clip or the second video clip, reflect viewer actions taken while playing the corresponding video clip comprising at least one of:

adjusting volume level, muting, or un-muting the corresponding video clip,

pausing or un-pausing the corresponding video clip,

fast-forwarding or rewinding the corresponding video clip,

replaying the corresponding video clip, how many times the corresponding video clip was replayed, and what portion of the corresponding video clip was replayed,

viewing the corresponding video clip for a recorded duration and percent completion,

viewing the corresponding video clip in full-screen mode,

adjusting a bit rate for streaming or downloading the corresponding video clip while playing the corresponding video clip, including a direction in which the viewer adjusted the bit rate of the corresponding video clip,

clicking-through on an overlay image or on the corresponding video clip itself to be taken to another webpage or web site,

spending time viewing certain segments of the corresponding video clip that are judged to have higher value based on actions of previous viewers, or

viewing a mid-roll advertisement.

25. The non-transitory computer readable storage medium of claim 22, wherein viewer preferences related to a corresponding video clip, wherein the corresponding video clip comprises the first video clip or the second video clip, reflect viewer actions taken after playing the corresponding video clip comprising at least one of:

sharing the corresponding video clip via an embedded code,

sharing the corresponding video clip via e-mail,

sharing the corresponding video clip via a social network,

sharing the corresponding video clip in multiple separate events, where a number of separate sharing events initiated by the viewer to share the corresponding video clip are recorded,

waiting for a time duration between viewing the corresponding video clip and initiating a sharing event, wherein said time duration is recorded,

bookmarking the corresponding video clip for later viewing,

downloading and saving the corresponding video clip for later viewing, or

subscribing to a channel or feed for a corresponding video clip content producer or artist.

26. The non-transitory computer readable storage medium of claim 21, wherein the set of instructions, when executed by the at least one processor, cause the computing device to analyze the database of viewer preferences to determine preference similarities by determining preference similarities at least in part with a collaborative filter.

27. The non-transitory computer readable storage medium of claim 21, wherein the second video clip is a video advertisement.

28. The non-transitory computer readable storage medium of claim 27, wherein the set of instructions, when executed by the at least one processor, further cause the computing device to:

assign a bid value for an ad impression of the video advertisement to be offered to an identified prospective viewer, the assignment of the bid value based on a relative likelihood that the identified prospective viewer will watch the video advertisement.