Data imputation

• Main Author: ROSENTHAL, Sonny
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: imputation; linear regression; maximum likelihood; measurement error; missing values; Communication; Critical and Cultural Studies
• Online Access: https://ink.library.smu.edu.sg/cis_research/212
• Institution: Singapore Management University

Data imputation involves representing missing values in a dataset. Missing data create a number of potential challenges for statistical analysis. Missing values can increase the chances of making Type I and Type II errors, reduce statistical power, and limit the reliability of confidence intervals....