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Gnai Nishani Musafer Mery Helen Thompson Rodney C. Wolff Erhan Kozan 《Geographical analysis》2017,49(4):409-432
A novel geostatistical modeling approach is developed to model nonlinear multivariate spatial dependence using nonlinear principal component analysis (NLPCA) and pair‐copulas. In spatial studies, multivariate measurements are frequently collected at each location. The dependence between such measurements can be complex. In this article, a multivariate geostatistical model is developed that can capture both nonlinear spatial dependence across locations and nonlinear dependence between measurements at a particular location. Nonlinear multivariate dependence between spatial variables is removed using NLPCA. Subsequently, a pair‐copula based model is fitted to each transformed variable to model the univariate nonlinear spatial dependencies. NLPCA and pair‐copulas, within the proposed model, are compared with stepwise conditional transformation (SCT) and conventional kriging. The results show that, for the two case studies presented, the proposed model that utilizes NLPCA and pair‐copulas reproduces nonlinear multivariate structures and univariate distributions better than existing methods based on SCT and kriging. 相似文献
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Haroro J. Ingram 《Australian Journal of International Affairs》2015,69(6):729-752
Drawing on English and Arabic Islamic State (IS) communiqués produced by its central media units, wilayat information offices and broader supporter base, this study examines the strategic logic of IS information operations (IO). It argues that the overarching purpose of IS's IO campaign is to shape the perceptions and polarise the support of audiences via messages that interweave appeals to pragmatic and perceptual factors. Pragmatic factors—such as security, stability and livelihood—are leveraged in IS messaging by promoting the efficacy of its politico-military campaign and denigrating its enemies’ efforts via rational-choice (logic of consequence) appeals. Perceptual factors—which are tied to the interplay of in-group, Other, crisis and solution constructs—are leveraged via identity-choice (logic of appropriateness) appeals that frame IS as the champion of Sunni Muslims (the in-group identity), its enemies as Others complicit in Sunni perceptions of crisis, and IS as the only hope for solving this malaise. With this approach, IS seeks to resonate its message across a diverse ‘glocal’ constituency and supercharge supporters towards action. IS simultaneously targets its enemies with messaging that manipulates the inherent dualities underlying perceptual and pragmatic factors, vigorously counters criticisms and ‘baits’ opponents into ill-conceived IO responses. 相似文献