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User-selectable interactive recommendation system in mobile environment

机译:移动环境中用户可选的交互式推荐系统

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摘要

Mobile devices need to provide more accurate and personalized information in a computing environment with a small screen and limited information retrieval functions. This paper presents a user-selectable recommendation system that reflects a user interest group by employing collaborative filtering as technique to provide useful information in a mobile environment. We form similar groups by simultaneously considering a user's information preferences and demographics. Then we reconstruct lists of a final recommendation based on what search results the similar demographic group has chosen. This is an optional filter for the search results. This means that we provide an interactive flexible recommendation list that considers a user's intent more actively, rather than unilaterally. We show the Mean Absolute Error result to evaluate the recommendation and finally show the realization of a prototype that is based on both the iPhone and Android phone environments.
机译:移动设备需要在具有小屏幕和有限信息检索功能的计算环境中提供更准确和个性化的信息。本文提出了一种用户可选的推荐系统,该系统通过采用协作过滤作为在移动环境中提供有用信息的技术来反映用户兴趣组。我们通过同时考虑用户的信息偏好和人口统计学来形成相似的组。然后,我们根据相似的受众群体选择的搜索结果来重建最终推荐的列表。这是搜索结果的可选过滤器。这意味着我们提供了一个交互式灵活的推荐列表,该列表更加主动地而非单方面考虑用户的意图。我们展示了均值绝对误差结果,以评估建议,最后展示了基于iPhone和Android手机环境的原型的实现。

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