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  • 标题:Analysis, Simulation and Prediction of Multivariate Random Fields with Package RandomFields
  • 本地全文:下载
  • 作者:Martin Schlather ; Alexander Malinowski ; Peter J. Menck
  • 期刊名称:Journal of Statistical Software
  • 印刷版ISSN:1548-7660
  • 电子版ISSN:1548-7660
  • 出版年度:2015
  • 卷号:63
  • 期号:1
  • 页码:1-25
  • 语种:English
  • 出版社:University of California, Los Angeles
  • 摘要:Modeling of and inference on multivariate data that have been measured in space, such as temperature and pressure, are challenging tasks in environmental sciences, physics and materials science. We give an overview over and some background on modeling with crosscovariance models. The R package RandomFields supports the simulation, the parameter estimation and the prediction in particular for the linear model of coregionalization, the multivariate Matérn models, the delay model, and a spectrum of physically motivated vector valued models. An example on weather data is considered, illustrating the use of RandomFields for parameter estimation and prediction.
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