Nonparametric function estimation involving errors-in-variables

Jianqing Fan Young K Truong Yonghua Wang

Statistics Theory and Methods mathscidoc:1912.43371

613-627, 1991
We examine the effect of errors in covariates in nonparametric function estimation. These functions include densities, regressions and conditional quantiles. To estimate these functions, we use the idea of deconvoluting kernels in conjunction with the ordinary kernel methods. We also discuss a new class of function estimators based on local polynomials.
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  title={Nonparametric function estimation involving errors-in-variables},
  author={Jianqing Fan, Young K Truong, and Yonghua Wang},
Jianqing Fan, Young K Truong, and Yonghua Wang. Nonparametric function estimation involving errors-in-variables. 1991. pp.613-627.
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