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Statistical models and methods to support the personalization of applications and services via consideration of preference encodings of a community of users

机译:通过考虑用户社区的偏好编码来支持应用程序和服务的个性化的统计模型和方法

摘要

A statistical methodology is employed for assisting people with the setting of parameters of software applications or services. With the method, information about demographics and/or about the complete or partial preferences of other people, are analyzed to infer recommendations for settings and functionality of a computer application or service. A system is reviewed with the ability to receive data regarding a plurality of users, and stores respective profiles for these users in a community store. The system can leverage off of these completed and/or partially completed profiles of parameters representing preferences about software operation in connection with building new profiles for users (new and/or existing). Data regarding a user that desires to build a new profile is employed in connection with the community profiles to facilitate the user building a personalized profile. Various statistical and/probabilistic schemes can be employed, for example, collaborative filtering techniques to identify to the user the top n settings by particular parameter(s), top m settings by popularity, top x most similar profiles to facilitate the user selecting most appropriate sub-profiles as part of a personalized profile building and selection effort.
机译:采用一种统计方法来协助人们设置软件应用程序或服务的参数。利用该方法,分析关于人口统计和/或关于其他人的全部或部分偏好的信息,以推断出对计算机应用程序或服务的设置和功能的建议。对系统进行了审查,使其具有接收有关多个用户的数据的能力,并将这些用户的各自配置文件存储在社区商店中。该系统可以结合代表用户(新的和/或现有的)建立新的配置文件利用这些完成的和/或部分完成的参数配置文件,这些参数表示关于软件操作的偏好。结合社区概况使用关于希望建立新概况的用户的数据,以促进用户建立个性化概况。可以采用各种统计和/概率方案,例如,协作过滤技术以通过特定参数向用户识别出前n个设置,通过流行度来前m个设置,前x个最相似的简档以方便用户选择最合适的配置文件。子资料作为个性化资料创建和选择工作的一部分。

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