A robust imputation method for missing responses and covariates in sample selection models

A robust imputation method for missing responses and covariates in sample selection models

Sample selection arises when the outcome of interest is partially observed in a study. Although sophisticated statistical methods in the parametric and non-parametric framework have been proposed to solve this problem, it is yet unclear how to deal with selectively missing covariate data using simpl...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Ogundimu, E, Collins, G
Μορφή:	Journal article
Γλώσσα:	English
Έκδοση:	SAGE Publications 2017

Παρόμοια τεκμήρια

Imputation of Missing Clinical Covariates for Downstream Classification Problems
ανά: Benjamin Agbo, κ.ά.
Έκδοση: (2023-01-01)

On the Relation between Prediction and Imputation Accuracy under Missing Covariates
ανά: Burim Ramosaj, κ.ά.
Έκδοση: (2022-03-01)

Multiple imputation of missing covariates with non-linear effects and interactions: an evaluation of statistical methods
ανά: Seaman Shaun R, κ.ά.
Έκδοση: (2012-04-01)

Robust regression imputation for analyzing missing data
ανά: Rana, Md. Sohel, κ.ά.
Έκδοση: (2012)

Robust Random Regression Imputation method for missing data in the presence of outliers
ανά: John, Ahamefule Happy
Έκδοση: (2013)

Iterative Robust Semi-Supervised Missing Data Imputation
ανά: Nikos Fazakis, κ.ά.
Έκδοση: (2020-01-01)

Robust Variable Selection for Single-Index Varying-Coefficient Model with Missing Data in Covariates
ανά: Yunquan Song, κ.ά.
Έκδοση: (2022-06-01)

Investigation of the Multiple Imputation Method in Different Missing Ratios and Sample Sizes
ανά: Nesrin Alkan, κ.ά.
Έκδοση: (2019-08-01)

Comparison of imputation methods for handling missing covariate data when fitting a Cox proportional hazards model: a resampling study.
ανά: Marshall, A, κ.ά.
Έκδοση: (2010)

The Effects of Data Imputation on Covariance and Inverse Covariance Matrix Estimation
ανά: Tuan L. Vo, κ.ά.
Έκδοση: (2024-01-01)

Imputation of clinical covariates in time series
ανά: Bertsimas, Dimitris, κ.ά.
Έκδοση: (2021)

Imputation of missing genotypes: an empirical evaluation of IMPUTE
ανά: Steinberg Martin H, κ.ά.
Έκδοση: (2008-12-01)

ExtraImpute: a novel machine learning method for missing data imputation
ανά: Alabadla, Mustafa, κ.ά.
Έκδοση: (2022)

Imputing missing genotypes: effects of methods and patterns of missing data
ανά: Ogut Funda, κ.ά.
Έκδοση: (2011-09-01)

Variational Autoencoding with Conditional Iterative Sampling for Missing Data Imputation
ανά: Shenfen Kuang, κ.ά.
Έκδοση: (2024-10-01)

Evaluation of machine learning methods for covariate data imputation in pharmacometrics
ανά: Dominic Stefan Bräm, κ.ά.
Έκδοση: (2022-12-01)

Imputing Covariance for Meta-Analysis in the Presence of Interaction
ανά: Enwu Liu, κ.ά.
Έκδοση: (2024-12-01)

Multiple Imputation of Composite Covariates in Survival Studies
ανά: Lily Clements, κ.ά.
Έκδοση: (2022-03-01)

Trust score measurement method for web donor selection and imputation of missing values
ανά: Jaya, M. Izham, κ.ά.
Έκδοση: (2021)

Dealing with missing data in covariates: The missing indicator method
ανά: Jolani, Shahab, κ.ά.
Έκδοση: (2022-09-01)

Missing Data Imputation Method Combining Random Forest and Generative Adversarial Imputation Network
ανά: Hongsen Ou, κ.ά.
Έκδοση: (2024-02-01)

Flexible Imputation of Missing Data
ανά: Hakan Demirtas
Έκδοση: (2018-07-01)

Comparison of regression imputation methods of baseline covariates that predict survival outcomes
ανά: Nicole Solomon, κ.ά.
Έκδοση: (2021-01-01)

Performance of selected imputation techniques for missing variances in meta-analysis
ανά: Nik Idris, Nik Ruzni, κ.ά.
Έκδοση: (2013)

The Feature Selection Effect on Missing Value Imputation of Medical Datasets
ανά: Chia-Hui Liu, κ.ά.
Έκδοση: (2020-03-01)

Multiple imputation of missing data under missing at random: including a collider as an auxiliary variable in the imputation model can induce bias
ανά: Elinor Curnow, κ.ά.
Έκδοση: (2023-09-01)

Missing Value Imputation Methods for Electronic Health Records
ανά: Konstantinos Psychogyios, κ.ά.
Έκδοση: (2023-01-01)

Multiple imputation methods for missing multilevel ordinal outcomes
ανά: Mei Dong, κ.ά.
Έκδοση: (2023-05-01)

Robust and efficient estimation for nonlinear model based on composite quantile regression with missing covariates
ανά: Qiang Zhao, κ.ά.
Έκδοση: (2022-02-01)

The effect of missing values for covariates.
ανά: Whitlock, G, κ.ά.
Έκδοση: (2002)

ProJect: a powerful mixed-model missing value imputation method
ανά: Kong, Weijia, κ.ά.
Έκδοση: (2023)

Missing data imputation, prediction, and feature selection in diagnosis of vaginal prolapse
ανά: Mingxuan FAN, κ.ά.
Έκδοση: (2023-11-01)

Missing value imputation for diabetes prediction
ανά: Luo, Fei, κ.ά.
Έκδοση: (2023)

Quantum Circuit for Imputation of Missing Data
ανά: Claudio Sanavio, κ.ά.
Έκδοση: (2024-01-01)

Imputing missing distances in molecular phylogenetics
ανά: Xuhua Xia
Έκδοση: (2018-07-01)

Missing Data Imputation for Supervised Learning
ανά: Jason Poulos, κ.ά.
Έκδοση: (2018-04-01)

Missing Data Imputation for Categorical Variables
ανά: Jaroslav Horníček, κ.ά.
Έκδοση: (2022-09-01)

Multiple Imputation of Multilevel Missing Data
ανά: Simon Grund, κ.ά.
Έκδοση: (2016-10-01)

Imputing missing values in modelling the PM10 concentrations
ανά: Nuradhiathy Abd Razak,, κ.ά.
Έκδοση: (2014)

Low-dimensional models for missing data imputation in road networks
ανά: Asif, Muhammad Tayyab, κ.ά.
Έκδοση: (2014)