CN104247441B - 自动推荐内容 - Google Patents

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Publication number
CN104247441B
CN104247441B CN201380017911.9A CN201380017911A CN104247441B CN 104247441 B CN104247441 B CN 104247441B CN 201380017911 A CN201380017911 A CN 201380017911A CN 104247441 B CN104247441 B CN 104247441B
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China
Prior art keywords
video
user
videos
pair
machine learning
Prior art date
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CN201380017911.9A
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English (en)
Chinese (zh)
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CN104247441A (zh
Inventor
徐智晨
S·阿布厄海伽
黄磊
N·霍弗恩
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Blatkov Co
Original Assignee
Ooyala Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
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Priority claimed from US13/401,098 external-priority patent/US8260117B1/en
Application filed by Ooyala Inc filed Critical Ooyala Inc
Priority to CN201711277280.0A priority Critical patent/CN108040294B/zh
Publication of CN104247441A publication Critical patent/CN104247441A/zh
Application granted granted Critical
Publication of CN104247441B publication Critical patent/CN104247441B/zh
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Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/466—Learning process for intelligent management, e.g. learning user preferences for recommending movies
    • H04N21/4668—Learning process for intelligent management, e.g. learning user preferences for recommending movies for recommending content, e.g. movies
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
    • H04N21/25—Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication, learning user preferences for recommending movies
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
    • H04N21/25—Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication, learning user preferences for recommending movies
    • H04N21/251—Learning process for intelligent management, e.g. learning user preferences for recommending movies
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/442—Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
    • H04N21/44204—Monitoring of content usage, e.g. the number of times a movie has been viewed, copied or the amount which has been watched
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/4508—Management of client data or end-user data
    • H04N21/4532—Management of client data or end-user data involving end-user characteristics, e.g. viewer profile, preferences
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/466—Learning process for intelligent management, e.g. learning user preferences for recommending movies
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/466—Learning process for intelligent management, e.g. learning user preferences for recommending movies
    • H04N21/4667—Processing of monitored end-user data, e.g. trend analysis based on the log file of viewer selections
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/47—End-user applications
    • H04N21/475—End-user interface for inputting end-user data, e.g. personal identification number [PIN], preference data
    • H04N21/4755—End-user interface for inputting end-user data, e.g. personal identification number [PIN], preference data for defining user preferences, e.g. favourite actors or genre
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/47—End-user applications
    • H04N21/482—End-user interface for programme selection
    • H04N21/4826—End-user interface for programme selection using recommendation lists, e.g. of programmes or channels sorted out according to their score

Landscapes

  • Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Multimedia (AREA)
  • Signal Processing (AREA)
  • Human Computer Interaction (AREA)
  • Computing Systems (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Software Systems (AREA)
  • Two-Way Televisions, Distribution Of Moving Picture Or The Like (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN201380017911.9A 2012-02-21 2013-02-21 自动推荐内容 Active CN104247441B (zh)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201711277280.0A CN108040294B (zh) 2012-02-21 2013-02-21 用于推荐视频的方法、系统及计算机可读介质

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US13/401,098 US8260117B1 (en) 2011-07-26 2012-02-21 Automatically recommending content
US13/401,098 2012-02-21
PCT/US2013/027162 WO2013126589A1 (en) 2012-02-21 2013-02-21 Automatically recommending content

Related Child Applications (1)

Application Number Title Priority Date Filing Date
CN201711277280.0A Division CN108040294B (zh) 2012-02-21 2013-02-21 用于推荐视频的方法、系统及计算机可读介质

Publications (2)

Publication Number Publication Date
CN104247441A CN104247441A (zh) 2014-12-24
CN104247441B true CN104247441B (zh) 2018-01-09

Family

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CN201711277280.0A Active CN108040294B (zh) 2012-02-21 2013-02-21 用于推荐视频的方法、系统及计算机可读介质

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Country Link
EP (1) EP2817970B1 (enExample)
JP (2) JP5926823B2 (enExample)
KR (2) KR101624246B1 (enExample)
CN (2) CN104247441B (enExample)
AU (2) AU2013222416B2 (enExample)
BR (1) BR112014020459B1 (enExample)
CA (1) CA2865079C (enExample)
CO (1) CO7071100A2 (enExample)
IN (1) IN2014DN07244A (enExample)
MX (1) MX353434B (enExample)
SG (2) SG11201405084SA (enExample)
WO (1) WO2013126589A1 (enExample)

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WO2013126589A1 (en) 2013-08-29
SG10201601514XA (en) 2016-04-28
KR101941757B1 (ko) 2019-01-23
JP6227704B2 (ja) 2017-11-08
CN104247441A (zh) 2014-12-24
AU2013222416A1 (en) 2014-09-11
CN108040294B (zh) 2020-10-23
BR112014020459B1 (pt) 2022-12-27
EP2817970A4 (en) 2015-04-29
SG11201405084SA (en) 2014-10-30
EP2817970B1 (en) 2022-12-21
CA2865079A1 (en) 2013-08-29
IN2014DN07244A (enExample) 2015-04-24
KR101624246B1 (ko) 2016-05-25
EP2817970A1 (en) 2014-12-31
JP2015513736A (ja) 2015-05-14
BR112014020459A2 (pt) 2017-06-20
CN108040294A (zh) 2018-05-15
AU2016202425A1 (en) 2016-05-12
AU2013222416B2 (en) 2016-02-04
KR20140135207A (ko) 2014-11-25
JP5926823B2 (ja) 2016-05-25
MX2014010107A (es) 2016-09-06
AU2016202425B2 (en) 2018-04-05
HK1205391A1 (en) 2015-12-11
JP2016167290A (ja) 2016-09-15
KR20160064234A (ko) 2016-06-07
CA2865079C (en) 2017-02-28
MX353434B (es) 2018-01-12
CO7071100A2 (es) 2014-09-30

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