How complex climate networks complement eigen techniques for the statistical analysis of climatological data
نویسندگان
چکیده
منابع مشابه
How complex climate networks complement eigen techniques for the statistical analysis of climatological data
Eigen techniques such as empirical orthogonal func1 tion (EOF) or coupled pattern (CP) / maximum covariance 2 analysis have been frequently used for detecting patterns 3 in multivariate climatological data sets. Recently, statisti4 cal methods originating from the theory of complex net5 works have been employed for the very same purpose of 6 spatio-temporal analysis. This climate network (CN) a...
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Eigen Analysis of Networks
We present an overview of eigen analysis methods and their applications to network analysis. We consider several network analysis programs/procedures (Correspondence Analysis, NEGOPY, CONCOR, CONVAR, Bonacich centrality) that are at their core eigendecomposition methods. We discuss the various matrix representations of networks used by these procedures and we give particular attention to a vari...
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ژورنال
عنوان ژورنال: Climate Dynamics
سال: 2015
ISSN: 0930-7575,1432-0894
DOI: 10.1007/s00382-015-2479-3