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Binary representations of objects based on object attributes

机译:基于对象属性的对象的二进制表示

摘要

The described implementations are operable to determine potential objects of interest to a user based on a blend of the user's long-term behavior and short-term interests. Long term user behavior may be determined for the user over a period of time and represented as continuous data. Short-term interest may be determined based on objects with which the user has recently interacted and attributes of those objects may be represented together as continuous data corresponding to the short-term user interest. The continuous data of the short-term interest and long-term user behavior may be blended to produce a user embedding. The user embedding may then be compared with objects to determine objects that are of potential interest to the user.
机译:所描述的实现可操作以基于用户的长期行为和短期利益的混合来确定用户的潜在感兴趣的对象。 可以在一段时间内为用户确定长期用户行为并表示为连续数据。 可以基于用户最近互动的对象来确定短期利息,并且这些对象的属性可以作为与短期用户兴趣对应的连续数据一起表示。 可以混合短期利息和长期用户行为的连续数据以产生用户嵌入。 然后可以将用户嵌入与对象进行比较以确定对用户潜在兴趣的对象。

著录项

  • 公开/公告号US11163779B1

    专利类型

  • 公开/公告日2021-11-02

    原文格式PDF

  • 申请/专利权人 PINTEREST INC.;

    申请/专利号US201715829818

  • 发明设计人 VITALIY KULIKOV;

    申请日2017-12-01

  • 分类号G06F16;G06F16/2457;G06F16/248;G06F16/22;G06F16/2455;

  • 国家 US

  • 入库时间 2022-08-24 22:01:56

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