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公开(公告)号:US20140101192A1
公开(公告)日:2014-04-10
申请号:US13644548
申请日:2012-10-04
Applicant: NETFLIX INC.
Inventor: Mohammad SABAH , Carlos GOMEZ-URIBE , Vijay BHARADWAJ , Sasi PARTHASARATHY , Siddharth ANGRISH
IPC: G06F17/30
CPC classification number: G06F17/30029
Abstract: Techniques are described for determining relationships between user activities and determining search results and content recommendations based on the relationships. A plays-related-to-searches application may determine a relationship score between plays of a media title and searches of a query by determining a distance between a projection of the search onto the space of the users and a projection of plays of the media title onto the space of the users. A plays-after-searches application may determine a score for plays of the streaming media title given the search by multiplying a number of times plays of the media title occur after the query is entered by the number of times any play occurs, and dividing by a product of the number of times plays of the media title occur after any query is entered and the number of times plays of any media title occur after the query is entered.
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公开(公告)号:US20140101142A1
公开(公告)日:2014-04-10
申请号:US13644318
申请日:2012-10-04
Applicant: NETFLIX INC.
Inventor: Carlos GOMEZ URIBE , Mohammad SABAH , Vijay BHARADWAJ , Sasi PARTHASARATHY , Siddharth ANGRISH
IPC: G06F17/30
CPC classification number: G06F17/30029
Abstract: Techniques are described for determining relationships between user activities and determining search results and content recommendations based on the relationships. A plays-related-to-searches application may determine a relationship score between plays of a media title and searches of a query by determining a distance between a projection of the search onto the space of the users and a projection of plays of the media title onto the space of the users. A plays-after-searches application may determine a score for plays of the streaming media title given the search by multiplying a number of times plays of the media title occur after the query is entered by the number of times any play occurs, and dividing by a product of the number of times plays of the media title occur after any query is entered and the number of times plays of any media title occur after the query is entered.
Abstract translation: 描述了用于确定用户活动之间的关系并基于关系确定搜索结果和内容推荐的技术。 戏剧相关搜索应用可以通过确定搜索的投影到用户的空间和媒体标题的播放的投影之间的距离来确定媒体标题的播放与查询的搜索之间的关系得分 到用户的空间。 播放后搜索应用程序可以通过乘以在查询输入之后出现的媒体标题的播放次数乘以发生任何播放的次数,并且除以 媒体标题的播放次数的产物在输入任何查询后发生,并且在输入查询后发生任何媒体标题的播放次数。
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公开(公告)号:US20200082417A1
公开(公告)日:2020-03-12
申请号:US16681730
申请日:2019-11-12
Applicant: NETFLIX, INC.
Inventor: Carlos Alberto Gomez URIBE , Vijay BHARADWAJ
IPC: G06Q30/02
Abstract: One embodiment sets forth technique for computing a similarity score between two digital items is computed based on interaction histories associated with global users and interaction histories associated with local users. Global counts indicating the number of interactions associated with each unique pair of digital items are weighted based on a mixing rate. The weighted global counts are then combined with local counts to compute total counts. An effective interaction probability indicating the likelihood of a user interacting with one digital item in the pair of digital items after interacting with the other digital item in the pair is computed based on the total counts. The effective interaction probability is then corrected for noise, resulting in a similarity score indicating the similarity between the pair of digital items.
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