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Internet Host Geolocation Using Maximum Likelihood Estimation Technique

机译:使用最大似然估计技术的Internet主机地理位置

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Accurately locating the geographical position of Internet hosts has many useful applications. Existing approaches for host geolocation use Internet latency measurements, IP-to-location mapping and also geographical and demographical hints. In this paper, we investigate the applicability of the Maximum Likelihood Estimation (MLE) technique for Internet host geolocation. Our approach is based on a probability model for latency measurements that we developed by analyzing a large set of data collected on the PlanetLab network test bed. This approach uses latency measurements from multiple hosts of known location to the host to be geolocated, to estimate the target location. Using both simulated and real data, we analyze the accuracy of our approach. Our results for geolocating Internet hosts in North America confirms the validity of using MLE with certainty as its accuracy is found to be better in comparison to existing techniques that are based on Internet latency.
机译:准确定位Internet主机的地理位置有许多有用的应用程序。主机地理定位的现有方法使用Internet延迟测量,IP到位置的映射以及地理和人口统计提示。在本文中,我们研究了最大似然估计(MLE)技术在Internet主机地理位置上的适用性。我们的方法基于延迟测量的概率模型,该模型是通过分析PlanetLab网络测试台上收集的大量数据而开发的。此方法使用从已知位置的多个主机到要进行地理位置定位的主机的延迟测量,以估计目标位置。使用模拟和真实数据,我们分析了方法的准确性。我们在北美对Internet主机进行地理定位的结果证实了使用MLE的有效性,因为与基于Internet延迟的现有技术相比,它的准确性更高。

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