Characterization theorems for some classes of covariance functions associated to vector valued random fields

  • Authors:
  • Emilio Porcu;Viktor Zastavnyi

  • Affiliations:
  • University of Göttingen, Institut für Mathematische Stochastik, Germany;Donetsk National University, Department of Mathematics, Ukraine

  • Venue:
  • Journal of Multivariate Analysis
  • Year:
  • 2011

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Abstract

We characterize some important classes of cross-covariance functions associated to vector valued random fields based on latent dimensions. We also give some results for mixture based models that allow for the construction of new cross-covariance models. In particular, we give a criterion for the permissibility of quasi-arithmetic operators in order to construct valid cross covariances.