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以基於支援向量機之市場區隔與混合多準則決策分析法定義智慧型手機資訊安全策略
Thesis

以基於支援向量機之市場區隔與混合多準則決策分析法定義智慧型手機資訊安全策略

白傅年
Masters, National Tsing Hua University
2015

Abstract

智慧型手機安全性分析支援向量機主成分分析粗糙集理論決策實驗室分析法網路層級分析法灰關聯專家系統 SmartphoneSecurity AnalysisSupport Vector Machine (SVM)Principal Component Analysis (PCA)Rough Set Theory (RST)Decision Making Trial and Evaluation Laboratory (DEMATEL)Analytic Network Process (ANP)Grey Relational Analysis (GRA)Expert System
Due to the mobile communication devices with convenience, positioning and mobility features, smartphones are becoming essential part of the communication system in human life. Therefore, the information security of smartphone grows with each passing day. Even though there are some scholars probed for smartphones information security problems. But researchers rare for using market segmentation to analysis the difference between customer behaviors, moreover, discussion about smartphone information security and its solution projects further. In order to work out this problem, this research first based on questionnaires to investigate smartphone usage behaviors, and according the support vector machine (SVM) method to cluster, which based on users mode as market segmentation. Through market segmentation, the principal component analysis (PCA) that induce and simplify each market segment’s customers characteristic. Through the way of the PCA method, using the rough set theory (RST) to conclude the rules with affected influencing smartphone usage behaviors. Next, this research takes the decision making trial and evaluation laboratory (DEMATEL) method to construct the causal relationship among the criteria. In view of the DEMATEL method, construct customer characteristics influence relationship map (IRM) diagram for each segment. The analytic network process (ANP) generates the relation diagram on account of the analysis framework by IRM. To infer the weight mapping to each criterion, collecting expert opinions and general questionnaires simultaneously. In the light of expert opinions and general questionnaires, this can produce security strategies of each market separation by client actions. Stand on the results of this research, this research will provide substantial suggestion consulted for smartphone antivirus softwares.

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