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Effective protocols for kNN search on broadcast multi-dimensional index trees

机译:在广播多维索引树上进行kNN搜索的有效协议

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In a wireless mobile environment, data broadcasting provides an efficient way to disseminate data. Via data broadcasting, a server can provide location-based services to a large client population in a wireless environment. Among different location-based services, the k nearest neighbors (kNN) search is important and is used to find the k closest objects to a given point. However, the kNN search in a broadcast environment is particularly challenging due to the sequential access to the data on a broadcast channel. We propose efficient protocols for the kNN search on a broadcast R-tree, which is a popular multi-dimensional index tree, in a wireless broadcast environment in terms of latency and tuning time as well as memory usage. We investigate how a server schedules the broadcast and provide the corresponding kNN search algorithms at the mobile clients. One of our kNN search protocols further allows a kNN search to start at an arbitrary time instance and it can skip the waiting time for the beginning of a broadcast cycle, thereby reducing the latency. The experimental results validate that our mechanisms achieve the objectives.
机译:在无线移动环境中,数据广播提供了一种有效的数据分发方法。通过数据广播,服务器可以在无线环境中向大量客户端提供基于位置的服务。在不同的基于位置的服务中,k个最近邻居(kNN)搜索很重要,并且用于查找到给定点的k个最近对象。但是,由于在广播频道上对数据的顺序访问,因此在广播环境中进行kNN搜索尤其具有挑战性。我们针对无线广播环境中的时延和调整时间以及内存使用情况,为广播R-树(一种流行的多维索引树)上的kNN搜索提出了有效的协议。我们调查服务器如何安排广播并在移动客户端提供相应的kNN搜索算法。我们的kNN搜索协议之一进一步允许kNN搜索在任意时间实例开始,并且它可以跳过广播周期开始的等待时间,从而减少了等待时间。实验结果验证了我们的机制达到了目标。

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