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This paper addresses the problem of reconstructing a low-rank signal matrix observed with additive Gaussian noise. We first establish that, under mild assumptions, one can restrict attention to orthogonally equivariant reconstruction methods, which act only on the singular values of the observed...
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In High Dimension, Low Sample Size (HDLSS) data situations, where the dimension d is much larger than the sample size n … be of the order dα, where α<, =, or >1. Earlier results show the conditions for consistency and strong inconsistency of … PCA in the HDLSS asymptotics. While the results hold under a general situation, the limiting distributions under Gaussian …
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The digitalization of banking sector is a direct consequence of the overall digitalization of the economy. Today's demand is anytime anywhere banking. This requires innovative, robust, secure, optimized and ready to meet the expectations of empowered and tech-savvy customers. As a result of...
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Firstly, the study draws out symmetrical subsets of 27 member countries of the European Union (EU27) countries according to their extents of business cycle symmetry with the whole of EA12, quantified by correlations of cycles between the countries’ GDP components and the EA12s GDP. The...
Persistent link: https://www.econbiz.de/10010949445
Variable selection is a venerable problem in multivariate statistics. Simulated annealing is one of a variety of metaheuristics that can be gainfully employed for variable selection; however, its effectiveness is influenced by algorithm design features such as the construction of the initial...
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