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Multiagent approach for resource management in Smart Environments

机译:智能环境中资源管理的多主体方法

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The dynamic nature of Smart Environments, enabled thanks to the Internet of Things (IoT) paradigm, requires the application of innovative resource discovery/selection services. Recommender systems provide useful and customized information, properly selected and filtered, for users and services. This paper proposes a multiagent approach for building a recommendation system in smart environments. Smart objects, enhanced IoT objects interacting among them and with users, are mapped through real-valued vectors obtained by word embedding techniques. The vectors are assigned to bio-inspired agents that, working autonomously, bring out a set of similarity grouped entities – clusters of smart objects with similar features – thus enabling an efficient and dynamic recommendation/selection system. Experiment results on synthetic and real datasets prove the effectiveness of the approach.
机译:借助物联网(IoT)范式实现的智能环境的动态性质要求应用创新的资源发现/选择服务。推荐系统提供有用的和定制信息,适当地选择和过滤,为用户和服务。本文提出了一种用于在智能环境中构建推荐系统的多主体方法。智能对象(在它们之间以及与用户交互的增强型IoT对象)通过词嵌入技术获得的实值向量进行映射。这些向量被分配给受生物启发的代理,这些代理可以自主工作,从而产生出一组相似的分组实体-具有相似特征的智能对象集群-从而实现了高效,动态的推荐/选择系统。综合和真实数据集的实验结果证明了该方法的有效性。

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