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Performance Comparison of Detection Schemes for MAC Layer Misbehavior

机译:MAC层不当行为检测方案的性能比较

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This paper revisits the problem of detecting greedy behavior in the IEEE 802.11 MAC protocol by evaluating the performance of two previously proposed schemes: DOMINO and the Sequential Probability Ratio Test (SPRT). The evaluation is carried out in four steps. We first derive a new analytical formulation of the SPRT that takes into account the discrete nature of the problem. Then we develop a new tractable analytical model for DOMINO. As a third step, we evaluate the theoretical performance of SPRT and DOMINO with newly introduced metrics that take into account the repeated nature of the tests. This theoretical comparison provides two major insights into the problem: it confirms the optimality of SPRT and motivates us to define yet another test, a nonparametric CUSUM statistic that shares the same intuition as DOMINO but gives better performance. We finalize the paper with experimental results, confirming our theoretical analysis and validating the introduction of the new nonparametric CUSUM statistic.
机译:本文通过评估了两个先前提出的方案的性能来重新评估IEEE 802.11 MAC协议中检测贪婪行为的问题:Domino和顺序概率比测试(SPRT)。评估在四个步骤中进行。我们首先推导出一种新的Sprt分析制定,以考虑到问题的离散性质。然后我们为Domino开发了一个新的Tractable分析模型。作为第三步,我们评估了SPRT和Domino的理论表现与新推出的指标考虑了测试的重复性质。这个理论比较为问题提供了两个主要的见解:它证实了Sprt的最优性,并激励我们定义另一个测试,这是一个与Domino相同的直觉的非参数cuSum统计,但提供更好的性能。我们用实验结果完成本文,确认我们的理论分析和验证了新的非参数案文统计的引入。

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