摘要翻译:
Yehuda Vardi引入了术语网络层析成像,并第一个提出并研究了如何将统计逆方法应用于攻击重要的网络问题(Vardi,1996)。最近,在他的最后一篇论文中,Vardi提出了网络度量的概念,以定义和度量网络链路、路径以及不同网络之间的距离(Vardi,2004)。在本文中,我们将Vardi的网络度量的一般方法应用到一个真实的数据网络中,使用从特殊的数据网络工具中获得的数据和这里给出的测试过程。我们说明了这些度量如何帮助解释网络上流量特性的有趣特征。我们还调整了度量标准,以便对通过网络的一部分(如路由器或路由器对)的通信量进行约束,并进一步展示了这种方法如何有助于发现和解释有趣的网络特征。
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英文标题:
《Using data network metrics, graphics, and topology to explore network
characteristics》
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作者:
A. Adhikari, L. Denby, J. M. Landwehr, J. Meloche
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最新提交年份:
2007
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分类信息:
一级分类:Statistics 统计学
二级分类:Methodology 方法论
分类描述:Design, Surveys, Model Selection, Multiple Testing, Multivariate Methods, Signal and Image Processing, Time Series, Smoothing, Spatial Statistics, Survival Analysis, Nonparametric and Semiparametric Methods
设计,调查,模型选择,多重检验,多元方法,信号和图像处理,时间序列,平滑,空间统计,生存分析,非参数和半参数方法
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英文摘要:
Yehuda Vardi introduced the term network tomography and was the first to propose and study how statistical inverse methods could be adapted to attack important network problems (Vardi, 1996). More recently, in one of his final papers, Vardi proposed notions of metrics on networks to define and measure distances between a network's links, its paths, and also between different networks (Vardi, 2004). In this paper, we apply Vardi's general approach for network metrics to a real data network by using data obtained from special data network tools and testing procedures presented here. We illustrate how the metrics help explicate interesting features of the traffic characteristics on the network. We also adapt the metrics in order to condition on traffic passing through a portion of the network, such as a router or pair of routers, and show further how this approach helps to discover and explain interesting network characteristics.
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PDF链接:
https://arxiv.org/pdf/708.1085