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    • 1. 发明申请
    • OBJECTIVE VALUE MODELS FOR ENTITY RECOMMENDATION
    • 实体建议的目标价值模型
    • US20150046528A1
    • 2015-02-12
    • US13962821
    • 2013-08-08
    • Facebook, Inc.
    • Brian PiepgrassDeeptanshu VermaTony Hsien-yu LiuAshish YadavJulia Lee
    • G06F15/173
    • G06F15/17306G06Q30/0269G06Q50/01
    • A method for making entity recommendations to users of a social networking system (SNS) by maximizing a predicted benefit to the SNS through objective value models. The method includes generating a plurality of candidate entities eligible for recommendation, and determining a weight for each candidate entity based upon an output score generated by an objective value model. The objective value model utilizes objectively measurable input values describing the candidate entities and generates larger output scores for those candidate entities that would create larger predicted increases in an objectively measurable amount of benefit for the SNS created by a potential connection being created between the user and the respective candidate entity. One or more entities are selected based upon the determined weights, and an entity recommendation user interface is presented to the user that includes one or more recommendation modules identifying the selected one or more entities.
    • 通过目标价值模型最大化对SNS的预期效益,为社交网络系统(SNS)的用户提供实体建议的方法。 该方法包括生成符合推荐标准的多个候选实体,并且基于由目标值模型生成的输出得分确定每个候选实体的权重。 目标价值模型利用描述候选实体的客观可衡量的输入值,并为那些候选实体产生更大的输出分数,这些候选实体将产生由在用户和用户之间创建的潜在连接所创建的SNS产生的可客观可衡量的有益效益的较大预测增长 各候选实体。 基于所确定的权重来选择一个或多个实体,并且向用户呈现包括标识所选择的一个或多个实体的一个或多个推荐模块的实体推荐用户界面。
    • 3. 发明授权
    • Objective value models for entity recommendation
    • 实体推荐目标值模型
    • US09146894B2
    • 2015-09-29
    • US13962821
    • 2013-08-08
    • Facebook, Inc.
    • Brian PiepgrassDeeptanshu VermaTony Hsien-yu LiuAshish YadavJulia Lee
    • G06F15/16G06F15/173
    • G06F15/17306G06Q30/0269G06Q50/01
    • A method for making entity recommendations to users of a social networking system (SNS) by maximizing a predicted benefit to the SNS through objective value models. The method includes generating a plurality of candidate entities eligible for recommendation, and determining a weight for each candidate entity based upon an output score generated by an objective value model. The objective value model utilizes objectively measurable input values describing the candidate entities and generates larger output scores for those candidate entities that would create larger predicted increases in an objectively measurable amount of benefit for the SNS created by a potential connection being created between the user and the respective candidate entity. One or more entities are selected based upon the determined weights, and an entity recommendation user interface is presented to the user that includes one or more recommendation modules identifying the selected one or more entities.
    • 通过目标价值模型最大化对SNS的预期效益,为社交网络系统(SNS)的用户提供实体建议的方法。 该方法包括生成符合推荐标准的多个候选实体,并且基于由目标值模型生成的输出得分确定每个候选实体的权重。 目标价值模型利用描述候选实体的客观可衡量的输入值,并为那些候选实体产生更大的输出分数,这些候选实体将产生由在用户和用户之间创建的潜在连接所创建的SNS产生的可客观可衡量的有益效益的较大预测增长 各候选实体。 基于所确定的权重来选择一个或多个实体,并且向用户呈现包括标识所选择的一个或多个实体的一个或多个推荐模块的实体推荐用户界面。
    • 7. 发明申请
    • METANODES FOR OPEN GRAPH PROTOCOLS
    • 打开图形协议的元素
    • US20150169787A1
    • 2015-06-18
    • US14628180
    • 2015-02-20
    • Facebook, Inc.
    • Brian PiepgrassSiddharth Kar
    • G06F17/30
    • G06F17/30958G06Q30/02G06Q50/01H04L51/32
    • In one embodiment, a social graph associated with a social networking system may comprise user nodes, concept nodes, meta nodes, and edges between the nodes. A meta node may be connected by an edge to each of a set of concept nodes sharing attributes. A request associated with a first user may be received, wherein a user node for the first user is associated with a first one of the concept nodes. A meta node connected to the first concept node may be identified. Second concept nodes may be identified, wherein each of the second concept nodes is connected to the identified meta node. A value may be determined for each of the second concept nodes. Finally, information may be presented to the first user, wherein the information is related to at least one of the second concept nodes based on respective values for the second concept nodes.
    • 在一个实施例中,与社交网络系统相关联的社交图可以包括用户节点,概念节点,元节点以及节点之间的边缘。 元节点可以通过边缘连接到共享属性的一组概念节点中的每一个。 可以接收与第一用户相关联的请求,其中用于第一用户的用户节点与概念节点中的第一个相关联。 可以识别连接到第一概念节点的元节点。 可以识别第二概念节点,其中每个第二概念节点连接到所识别的元节点。 可以为每个第二概念节点确定一个值。 最后,可以向第一用户呈现信息,其中基于第二概念节点的相应值,该信息与第二概念节点中的至少一个相关。