Evaluation Metrics for Intrusion Detection Systems - A Study
Evaluation Metrics for Intrusion Detection Systems - A Study
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入侵检测系统的评估指标 - 一项研究
DOI：
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发表时间：
2014
期刊：
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通讯作者：
G. Kumar
中科院分区：
文献类型：
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作者：
G. Kumar
基于不同的评估数据集，入侵检测系统的效率和有效性得到了多种评估方法。可以评估ids的各种特性，范围从性能和正确性到可用性。为了评估不同的特性，已经提出了大量的度量。不幸的是，到目前为止还没有入侵检测的基准度量，最终确定仍在进行中。许多研究人员使用各种各样的指标来定量地衡量性能。在本文中，我们探讨了用于基于基准数据集评估ids的各种性能指标。他们的优点和缺点都被突出了。本文的研究将有助于更好地理解评估ids性能的不同指标。本文的研究结果为研究ids及其相关领域的应用和发展提供了有益的文献见解。
Intrusion Detection Systems (IDSs) have been evaluated using a number of ways based on different evaluation datasets for their efficiency and effectiveness. Various features of the IDSs can be evaluated, which may range from performance and correctness to usability. To evaluate different features, a large number of metrics have been proposed. Unfortunately, no benchmark metric exists till date for intrusion detection and finalizing it is still under process. Many researchers used a variety of metrics to measure the performance quantitatively. In this paper, we explored various performance metrics used to evaluate IDSs based upon benchmark datasets. Their pros and cons are highlighted. The study in this paper will help the better understanding of different metrics for evaluating the performance of the IDSs. The findings of this paper provide useful insights into literature and are beneficial for those who are interested in applications and development of IDSs and related fields.