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Distributed system for facilitating exchange of user information and opinion using automated collaborative filtering

机译:分布式系统,用于使用自动协作过滤促进用户信息和意见的交换

摘要

A system for facilitating exchange of user information and opinion using automated collaborative filtering includes memory elements for storing item profiles and user profiles. The data contained in those profiles is used to calculate a number of similarity factors representing how closely the preferences of one user correlate with another. The similarity factors are evaluated to select a set of neighboring users for each user which represents the set of users which most closely correlate with a particular user. The system assigns a weight to each one of the neighboring users. The system uses the ratings given to items by those neighboring users to recommend an item to a user. The system may be distributed, i.e. the system may include a number of nodes connected to a central server. The central server includes a memory element for storing user profile data and the nodes may be the type of system described above.
机译:一种用于使用自动协作过滤来促进用户信息和意见交换的系统,包括用于存储项目简档和用户简档的存储元件。这些配置文件中包含的数据用于计算许多相似性因子,这些相似性因子表示一个用户的偏好与另一个用户的关联程度。评估相似性因子以为每个用户选择一组相邻用户,该组代表与特定用户最密切相关的一组用户。系统将权重分配给每个相邻用户。系统使用那些相邻用户对项目的评级来向用户推荐项目。该系统可以是分布式的,即该系统可以包括连接到中央服务器的多个节点。中央服务器包括用于存储用户简档数据的存储元件,并且节点可以是上述系统的类型。

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