Wavelet estimation of semiparametric errors in variables model

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Küçük Resim

Tarih

2019

Dergi Başlığı

Dergi ISSN

Cilt Başlığı

Yayıncı

Ankara University

Erişim Hakkı

info:eu-repo/semantics/openAccess

Özet

Most of the work on wavelet estimation when the variables aremeasured with errors have centered around nonparametric approaches whichcause curse of dimensionality. In this paper it is aimed to avoid this complexityusing wavelet semiparametric errors in variables regression model. Using theoretical arguments for nonparametric wavelet estimation a wavelet approachis represented to estimate partially linear errors in variables model which is asemiparametric model when explanatory variable of nonparametric part hasmeasurement error. Assuming that the measurement error has a known distribution we derive an estimator of the linear partsíparameter. In simulationstudy derived method is compared with no measurement error case.

Açıklama

Anahtar Kelimeler

Mathematics, Wavelet estimation, Semiparametric errors

Kaynak

Communications Faculty of Sciences University of Ankara Series A1: Mathematics and Statistics

WoS Q Değeri

N/A

Scopus Q Değeri

Cilt

68

Sayı

1

Künye

Yalaz, S. (2019). Wavelet estimation of semiparametric errors in variables model. Communications Faculty of Sciences University of Ankara Series A1: Mathematics and Statistics, 68(1), 595-601.