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Analytic Hierarchy Process-based Fuzzy Measurement to Quantify Vulnerabilities of Web Applications 基于层次分析法的Web应用漏洞模糊度量方法
Pub Date : 2020-07-31 DOI: 10.5121/ijcnc.2020.12407
Mohammad Shojaeshafiei
Much research has been conducted to detect vulnerabilities of Web Applications; however, these never proposed a methodology to measure the vulnerabilities either qualitatively or quantitatively. In this paper, a methodology is proposed to investigate the quantification of vulnerabilities in Web Applications. We applied the Goal Question Metrics (GQM) methodology to determine all possible security factors and subfactors of Web Applications in the Department of Transportation (DOT) as our proof of concept. Then we introduced a Multi-layered Fuzzy Logic (MFL) approach based on the security sub-factors’ prioritization in the Analytic Hierarchy Process (AHP). Using AHP, we weighted each security sub-factor before the quantification process in the Fuzzy Logic to handle imprecise crisp number calculation.
在检测Web应用程序的漏洞方面已经进行了大量的研究;然而,他们从未提出一种方法来定性或定量地衡量这些漏洞。本文提出了一种量化Web应用程序漏洞的方法。我们应用目标问题度量(GQM)方法来确定运输部(DOT)中Web应用程序的所有可能的安全因素和子因素,作为我们的概念证明。在此基础上,提出了一种基于层次分析法(AHP)中安全子因素优先级划分的多层模糊逻辑方法。在模糊逻辑量化前,采用层次分析法对各个安全子因子进行加权,以解决脆数计算不精确的问题。
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引用次数: 1
Adaptation to Rare Natural Disasters and Global Sensitivity Analysis in a Dynamic Stochastic Economy 动态随机经济对罕见自然灾害的适应与全局敏感性分析
Pub Date : 2019-09-30 DOI: 10.2139/ssrn.3462011
Takafumi Usui
This paper aims to investigate rare natural disasters and studies adaptation decisions in a dynamic stochastic economy. We examine the optimal balance between investment in productive capital and adaptive capital stock, which is inherently non-productive but alleviates the damage caused by a rare natural disaster. We present a modeling way to include uncertain rare natural disasters in discrete time and solve the model by using the time iteration collocation with the adaptive sparse grid. We perform a global sensitivity analysis to screen which uncertain parameters should be primary calibrated based on the Sobol' indices and compute the univariate effects to identify in which parametric region the model outcomes are most sensitive. To speed up the solving processes, our implementations are massively parallelized on high-performance computing architecture in a distributed memory fashion. We claim that the optimal adaptation to rare natural disasters is to advance our economic development; however, when the economy is developed enough, the growth rate of the adaptive capital stock exceeds that of productive capital stock to precautionary prepare for the future uncertainty.
本文旨在研究动态随机经济中的罕见自然灾害和适应决策。我们研究了生产性资本投资和适应性资本存量投资之间的最优平衡,适应性资本存量本身是非生产性的,但减轻了罕见自然灾害造成的损害。提出了一种包含离散时间不确定罕见自然灾害的建模方法,并采用自适应稀疏网格的时间迭代搭配求解模型。我们进行了全局敏感性分析,以筛选哪些不确定参数应该基于Sobol指数进行初级校准,并计算单变量效应,以确定模型结果在哪个参数区域最敏感。为了加快求解过程,我们的实现以分布式内存的方式在高性能计算架构上大规模并行化。我们认为,对罕见自然灾害的最优适应是促进经济发展;然而,当经济足够发达时,适应性资本存量的增长率超过生产性资本存量的增长率,从而为未来的不确定性做好预防性准备。
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引用次数: 2
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CompSciRN: Supercomputer Performance (Topic)
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