Are deep learning models superior for missing data imputation in large
surveys? Evidence from an empirical comparison

Are deep learning models superior for missing data imputation in large surveys? Evidence from an empirical comparison

14 March 2021

Fan Li

Papers citing "Are deep learning models superior for missing data imputation in large surveys? Evidence from an empirical comparison"

4 / 4 papers shown

Title
Classification of datasets with imputed missing values: does imputation quality matter? Tolou Shadbahr M. Roberts Jan Stanczuk J. Gilbey P. Teare ... T. Mirtti A. Rannikko J. Aston Jing Tang Carola-Bibiane Schönlieb 30 52 0 16 Jun 2022
Missing Value Estimation using Clustering and Deep Learning within Multiple Imputation Framework Manar D. Samad Sakib Abrar N. Diawara AI4CE 22 46 0 28 Feb 2022
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 219 1,897 0 06 Jun 2016
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 177 4,228 0 04 May 2011