학술논문

A Multi-Criteria Analysis of Benchmark Results With Expert Support for Security Tools
Document Type
Periodical
Source
IEEE Transactions on Dependable and Secure Computing IEEE Trans. Dependable and Secure Comput. Dependable and Secure Computing, IEEE Transactions on. 19(4):2151-2164 Aug, 2022
Subject
Computing and Processing
Measurement
Benchmark testing
Tools
Security
Proposals
Robustness
Power demand
Benchmark analysis
security tools
multiple-criteria decision making
decision support
Language
ISSN
1545-5971
1941-0018
2160-9209
Abstract
The benchmarking of security tools is endeavored to determine which tools are more suitable to detect system vulnerabilities or intrusions. The analysis process is usually oversimplified by employing just a single metric out of the large set of those available. Accordingly, the decision may be biased by not considering relevant information provided by neglected metrics. This article proposes a novel approach to take into account several metrics, different scenarios, and the advice of multiple experts. The proposal relies on experts quantifying the relative importance of each pair of metrics towards the requirements of a given scenario. Their judgments are aggregated using group decision making techniques, and pondered according to the familiarity of experts with the metrics and scenario, to compute a set of weights accounting for the relative importance of each metric. Then, weight-based multi-criteria-decision-making techniques can be used to rank the benchmarked tools. The usefulness of this approach is showed by analyzing two different sets of vulnerability and intrusion detection tools from the perspective of multiple/single metrics and different scenarios.