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文章基本信息

  • 标题:Modeling Multivariate Distributions with Continuous Margins Using the copula R Package
  • 作者:Ivan Kojadinovic ; Jun Yan
  • 期刊名称:Journal of Statistical Software
  • 印刷版ISSN:1548-7660
  • 电子版ISSN:1548-7660
  • 出版年度:2010
  • 卷号:34
  • 期号:1
  • 页码:1-20
  • 语种:English
  • 出版社:University of California, Los Angeles
  • 摘要:The copula-based modeling of multivariate distributions with continuous margins is presented as a succession of rank-based tests: a multivariate test of randomness followed by a test of mutual independence and a series of goodness-of-fit tests. All the tests under consideration are based on the empirical copula, which is a nonparametric rank-based estimator of the true unknown copula. The principles of the tests are recalled and their implementation in the copula R package is briefly described. Their use in the construction of a copula model from data is thoroughly illustrated on real insurance and financial data.
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