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Research Article

Statistical inference for a single-index varying coefficient model with measurement errors in all covariates

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Pages 1047-1061 | Received 22 Oct 2020, Accepted 20 Sep 2021, Published online: 10 Oct 2021

References

  • Ichimura H. Semiparametric least squares (SLS) and weighted SLS estimation of single-index models. J Econom. 1993;58:71–120.
  • Horowitz J. Semiparametric methods in econometrics. New York: Springer-Verlag; 1998.
  • Delecroix M, Härdle W, Hristache M. Efficient estimation in conditional single-index regression. J Multivar Anal. 2003;86:213–226.
  • Xia Y, Tong H, Li W. Single-index volatility models and estimation. Stat Sin. 2002;12:785–799.
  • Xue L, Zhu L. Empirical likelihood for single-index models. J Multivar Anal. 2006;97:1295–1312.
  • Fan J, Zhang W. Statistical estimation in varying-coefficient models. Ann Stat. 1999;27:1491–1518.
  • Wang H, Xia Y. Shrinkage estimation of the varying coefficient model. J Am Stat Assoc. 2009;104:747–757.
  • Cai Z, Xiao Z. Semiparametric quartile regression estimation in dynamic models with partially varying coefficients. J Econom. 2012;167:413–425.
  • Fan J, Yao Q, Cai Z. Adaptive varying-coefficient linear models. J R Stat Soc Ser B. 2003;65:57–80.
  • Lu Z, Yao Q. Adaptive varying-coefficient linear models for stochastic processes: asymptotic theory. Stat Sin. 2007;17:177–197.
  • Xia Y, Li W. On single-index coefficient regression models. J Am Stat Assoc. 1999;94:1275–1285.
  • Xue L, Wang Q. Empirical likelihood for single-index varying-coefficient models. Bernoulli. 2012;18:836–856.
  • Xue L, Pang Z. Statistical inference for a single-index varying-coefficient model. Stat Comput. 2013;23:589–599.
  • Huang Z, Zhang R. Profile empirical-likelihood inferences for the single-index-coefficient regression model. Stat Comput. 2013;23:455–465.
  • Xue L, Feng S. Variable selection for single-index varying-coefficient model. Front Math China. 2013;8:541–565.
  • Lin X, Carroll R, Nonparametric function estimation for clustered data when the predictor is measured without/with error. J Am Stat Assoc. 2000;95:520–534.
  • Liang H, Generalized partially linear mixed-effects models incorporating mismeasured covariates. Ann Inst Stat Math. 2009;61:27–46.
  • Cook J, Stefanski L. Simulation-extrapolation estimation in parametric measurement error models. J Am Stat Assoc. 1994;89:1314–1328.
  • Carroll R, Küchenhoff H, Lombard F, et al. Asymptotics for the SIMEX estimator in nonlinear measurement error models. J Am Stat Assoc. 1996;91:242–250.
  • Liang H, Härdle W, Carroll R. Estimation in a semiparametric partially linear errors-in-variables model. Ann Stat. 1999;27:1519–1535.
  • Liang H, Ren H. Generalized partially linear measurement error models. J Comput Graph Stat. 2005;14:237–250.
  • Liang H, Wang N. Partially linear single-index measurement error models. Stat Sin. 2005;15:99–116.
  • Huang Z, Zhao X. Statistical estimation for a partially linear single index model with errors in all variables. Commun Stat - Theory Methods. 2019;48:1136–1148.
  • Zhao X, Huang Z. Varying-coefficient single index measurement error model. J Appl Stat. 2018;45:2128–2144.
  • Shi J, Yang Q, Li X, et al. Effects of measurement error on a class of single-index varying coefficient regression model. Comput Stat. 2017;32:977–1001.
  • You J, Zhou Y, Chen G. Corrected local polynomial estimation in varying-coefficient models with measurement errors. Can J Stat. 2006;34:391–410.
  • Yang Y, Tong T, Li G. SIMEX estimation for single-index model with covariate measurement error. Adv Stat Anal. 2019;103:137–161.
  • Lee A, Scott A. Ultrasound in ante-natal diagnosis. In: Brook RJ, Arnold GC, Hassard TH, et al., editors. The fascination of statistics. New York: Marcel Dekker; 1986. p. 277–293.

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