دورية أكاديمية
Plug-in marginal estimation under a general regression model with missing responses and covariates
| العنوان: | Plug-in marginal estimation under a general regression model with missing responses and covariates |
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| المؤلفون: | Bianco, Ana Maria, Boente Boente, Graciela Lina, González Manteiga, Wenceslao, Pérez-González, Ana |
| بيانات النشر: | Springer |
| المجموعة: | CONICET Digital (Consejo Nacional de Investigaciones Científicas y Técnicas) |
| مصطلحات موضوعية: | FISHER CONSISTENCY, KERNEL WEIGHTS, L-ESTIMATORS, MARGINAL FUNCTIONALS, MISSING AT RANDOM, SEMIPARAMETRIC MODELS, https://purl.org/becyt/ford/1.1Test, https://purl.org/becyt/ford/1Test |
| الوصف: | In this paper, we consider a general regression model where missing data occur in the response and in the covariates. Our aim is to estimate the marginal distribution function and a marginal functional, such as the mean, the median or any α-quantile of the response variable. A missing at random condition is assumed in order to prevent from bias in the estimation of the marginal measures under a non-ignorable missing mechanism. We give two different approaches for the estimation of the responses distribution function and of a given marginal functional, involving inverse probability weighting and the convolution of the distribution function of the observed residuals and that of the observed estimated regression function. Through a Monte Carlo study and two real data sets, we illustrate the behaviour of our proposals. ; Fil: Bianco, Ana Maria. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales. Instituto de Calculo. - Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Ciudad Universitaria. Instituto de Calculo; Argentina ; Fil: Boente Boente, Graciela Lina. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Ciudad Universitaria. Instituto de Investigaciones Matemáticas "Luis A. Santaló". Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales. Instituto de Investigaciones Matemáticas "Luis A. Santaló"; Argentina ; Fil: González Manteiga, Wenceslao. Universidad de Santiago de Compostela; España ; Fil: Pérez-González, Ana. Universidad de Vigo; España |
| نوع الوثيقة: | article in journal/newspaper |
| وصف الملف: | application/pdf |
| اللغة: | English |
| تدمد: | 1133-0686 |
| العلاقة: | http://hdl.handle.net/11336/125492Test; Bianco, Ana Maria; Boente Boente, Graciela Lina; González Manteiga, Wenceslao; Pérez-González, Ana; Plug-in marginal estimation under a general regression model with missing responses and covariates; Springer; Test; 28; 1; 6-2018; 106-146; CONICET Digital; CONICET |
| الإتاحة: | https://doi.org/10.1007/s11749-018-0591-5Test http://hdl.handle.net/11336/125492Test |
| حقوق: | info:eu-repo/semantics/openAccess ; https://creativecommons.org/licenses/by-nc-sa/2.5/arTest/ |
| رقم الانضمام: | edsbas.784F5D7E |
| قاعدة البيانات: | BASE |
| تدمد: | 11330686 |
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