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
Link To Document :
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