公开(公告)号：US10225590B2

公开(公告)日：2019-03-05

申请号：US13447876

申请日：2012-04-16

申请人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg ,  Yoelle Maarek ,  Ronny Lempel

发明人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg ,  Yoelle Maarek ,  Ronny Lempel

IPC分类号： H04N21/25 ,  H04N21/258 ,  H04N21/2668 ,  H04N21/6543

摘要： Disclosure includes a system, method and architecture to monitor media content streams, e.g., streams of digital encoded media data such as without limitation audio and/or video data, from a number of media content streaming providers and identify media content items from those media content items being streamed by the media content streaming providers for inclusion in a personalized media content stream for a user. In a direct streaming approach, the media content items contained in a stream are available while each item is being streamed by the content provider. In a centralized streaming approach, media content items contained in each media content stream that is currently being streamed by content provider are available for a limited window of time, which can be dependent on buffer length.

公开(公告)号：US09582767B2

公开(公告)日：2017-02-28

申请号：US13473034

申请日：2012-05-16

申请人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg

发明人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg

IPC分类号： G06F17/30 ,  G06N99/00

CPC分类号： G06N99/005

摘要： Media item recommendations, such as music track recommendations, may be made using one or more models generated using data collected from a plurality of media stream sources, such as, for example, Internet radio stations. In an initial, bootstrapping phase, data about media items and media stream playlists of media stream sources may be used to generate a model, which comprises latent factor vectors, or learned profiles, of media items, e.g., tracks, artists, etc. Such a bootstrapping phase may be performed without user data, such as user playlists and/or user feedback, to generate a model that may be used to make media item recommendations. As user data becomes available, e.g., as users of a recommendation service provide user data, the user data may be used to supplement and/or update the model and/or to create user profiles.

摘要翻译： 可以使用使用从多个媒体流源（例如，因特网广播站）收集的数据生成的一个或多个模型来进行媒体项目建议，诸如音乐轨道建议。 在初始的引导阶段，可以使用关于媒体项目和媒体流源的媒体流播放列表的数据来生成包括媒体项目（例如，音轨，艺术家等）的潜在因素向量或学习简档的模型。 可以执行引导阶段，而不需要诸如用户播放列表和/或用户反馈的用户数据来生成可用于制作媒体项目建议的模型。 当用户数据变得可用时，例如，当推荐服务的用户提供用户数据时，用户数据可以用于补充和/或更新模型和/或创建用户简档。

公开(公告)号：US20130311163A1

公开(公告)日：2013-11-21

申请号：US13473034

申请日：2012-05-16

申请人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg

发明人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg

IPC分类号： G06F9/455

CPC分类号： G06N99/005

摘要： Media item recommendations, such as music track recommendations, may be made using one or more models generated using data collected from a plurality of media stream sources, such as, for example, Internet radio stations. In an initial, bootstrapping phase, data about media items and media stream playlists of media stream sources may be used to generate a model, which comprises latent factor vectors, or learned profiles, of media items, e.g., tracks, artists, etc. Such a bootstrapping phase may be performed without user data, such as user playlists and/or user feedback, to generate a model that may be used to make media item recommendations. As user data becomes available, e.g., as users of a recommendation service provide user data, the user data may be used to supplement and/or update the model and/or to create user profiles.

摘要翻译： 可以使用使用从多个媒体流源（例如，因特网广播站）收集的数据生成的一个或多个模型来进行媒体项目建议，诸如音乐轨道建议。 在初始的引导阶段，可以使用关于媒体项目和媒体流源的媒体流播放列表的数据来生成包括媒体项目（例如，音轨，艺术家等）的潜在因素向量或学习简档的模型。 可以执行引导阶段，而不需要诸如用户播放列表和/或用户反馈的用户数据来生成可用于制作媒体项目建议的模型。 当用户数据变得可用时，例如，当推荐服务的用户提供用户数据时，用户数据可以用于补充和/或更新模型和/或创建用户简档。

公开(公告)号：US20130275611A1

公开(公告)日：2013-10-17

申请号：US13447876

申请日：2012-04-16

申请人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg ,  Yoelle Maarek ,  Ronny Lempel

发明人： Oren Somekh ,  Yehuda Koren ,  Natalie Aizenberg ,  Yoelle Maarek ,  Ronny Lempel

IPC分类号： G06F15/16

CPC分类号： H04N21/25891 ,  H04N21/251 ,  H04N21/2668 ,  H04N21/6543

摘要： Disclosure includes a system, method and architecture to monitor media content streams, e.g., streams of digital encoded media data such as without limitation audio and/or video data, from a number of media content streaming providers and identify media content items from those media content items being streamed by the media content streaming providers for inclusion in a personalized media content stream for a user. In a direct streaming approach, the media content items contained in a stream are available while each item is being streamed by the content provider. In a centralized streaming approach, media content items contained in each media content stream that is currently being streamed by content provider are available for a limited window of time, which can be dependent on buffer length.

摘要翻译： 公开内容包括监视媒体内容流的系统，方法和架构，例如来自多个媒体内容流提供者的数字编码媒体数据流，例如，不限于音频和/或视频数据，并从这些媒体内容中识别媒体内容 由媒体内容流提供者流传输的项目，以便包含在用户的个性化媒体内容流中。 在直接流传输方式中，流中包含的媒体内容项目可用，而内容提供商正在流式传输每个项目。 在集中流式传输方法中，包含在当前正被内容提供商流传输的每个媒体内容流中的媒体内容项可用于有限的时间窗口，这可以依赖于缓冲器长度。