• Title of article

    Large sample behavior of the Bernstein copula estimator

  • Author/Authors

    Janssen، نويسنده , , Paul and Swanepoel، نويسنده , , Jan and Veraverbeke، نويسنده , , Noël، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    9
  • From page
    1189
  • To page
    1197
  • Abstract
    Bernstein polynomial estimators have been used as smooth estimators for density functions and distribution functions. The idea of using them for copula estimation has been given in Sancetta and Satchell (2004). In the present paper we study the asymptotic properties of this estimator: almost sure consistency rates and asymptotic normality. We also obtain explicit expressions for the asymptotic bias and asymptotic variance and show the improvement of the asymptotic mean squared error compared to that of the classical empirical copula estimator. A small simulation study illustrates this superior behavior in small samples.
  • Keywords
    Asymptotic properties , Bernstein estimator , Copula estimator , Mean squared error
  • Journal title
    Journal of Statistical Planning and Inference
  • Serial Year
    2012
  • Journal title
    Journal of Statistical Planning and Inference
  • Record number

    2221869