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Improving the accuracy of measurement-based geographic location of Internet hosts

机译:提高基于测量的Internet主机地理位置的准确性

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Location-aware applications take into account from where the users are accessing and thereby can offer novel functionalities in the Internet. This paper focuses on improving the accuracy of a geographic location service that relies on delay measurements to locate Internet hosts. Host locations are inferred by comparing delay patterns of geographically distributed landmarks, which are hosts with a known geographic location, with the delay pattern of the target host to be located. We deal with two problems that influence the accuracy of the resulting location estimation: (ⅰ) the placement of the landmarks and the probe machines that perform the delay measurements; and (ⅱ) how to best measure the similarity between the delay patterns of the landmarks and the one observed for the target host. For the landmark placement problem, we propose a demographic approach to improve the representativeness of each landmark with respect to the hosts to be located. Given a limited number of landmarks, results show that a demographic placement provides closer landmarks and more accurate location estimations for most hosts. Concerning the placement of probe machines, we show that they have to be sparsely placed to avoid gathering redundant data. Furthermore, we define and evaluate three similarity models. Experiments show that other similarity models outperform the commonly adopted Euclidean distance, resulting then in a more accurate geographic location of Internet hosts.
机译:位置感知应用程序考虑了用户从何处访问,因此可以在Internet中提供新颖的功能。本文着重于提高依赖于延迟测量来定位Internet主机的地理位置服务的准确性。通过将地理位置分布已知的主机的地理分布地标的延迟模式与要定位的目标主机的延迟模式进行比较,可以推断出主机位置。我们处理两个问题,这些问题会影响最终位置估计的准确性:( :)地标的放置和执行延迟测量的探测仪; (ⅱ)如何最好地衡量地标的延迟模式与目标主机观察到的延迟模式之间的相似性。对于地标放置问题,我们提出了一种人口统计方法,以提高每个地标相对于要定位的主机的代表性。给定有限数量的地标,结果表明,人口统计位置为大多数主机提供了更近的地标和更准确的位置估计。关于探针机的放置,我们表明必须将其稀疏放置以避免收集冗余数据。此外,我们定义和评估了三个相似性模型。实验表明,其他相似性模型的性能优于通常采用的欧几里得距离,从而使Internet主机的地理位置更加准确。

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