A Practical Guide to Modern Imputation

TL;DR

This paper provides a practical guide to modern imputation techniques, highlighting common pitfalls and offering advice for researchers working with missing data.

Contribution

It offers a comprehensive overview of recent imputation methods and practical recommendations to improve data imputation practices.

Findings

Identifies common pitfalls in missing data imputation

Summarizes recent advances in imputation techniques

Provides practical guidelines for researchers

Abstract

This guide based on recent papers should help researchers avoid some of the most common pitfalls of missing value imputation imputation.