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文章基本信息

  • 标题:Identification and estimation by penalization in nonparametric instrumental regression.
  • 本地全文:下载
  • 作者:Jean-Pierre FLORENS, Jan JOHANNES ; Sébastien VAN BELLEGEM
  • 期刊名称:CORE Discussion Papers / Center for Operations Research and Econometrics (UCL), Louvain
  • 出版年度:2007
  • 卷号:1
  • 出版社:Center for Operations Research and Econometrics (UCL), Louvain
  • 摘要:The nonparametric estimation of a regression function . from conditional moment restrictions involving instrumental variables is considered. The rate of convergence of penalized estimators is studied in the case where . is not identified from the conditional moment restriction. We also study the gain of modifying the penalty in the estimation, considering for instance a Sobolev-type of penalty. We analyze the effect of this modification on the rate of convergence of the estimator and on the identification of the regression function ..
  • 关键词:instrumental variable, nonparametric estimation, ill-posed inverse problem, identification, penalized estimator, Tikhonov regularization, Sobolev norm.
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