no code implementations • 6 Feb 2024 • Alexis Ayme, Claire Boyer, Aymeric Dieuleveut, Erwan Scornet
Constant (naive) imputation is still widely used in practice as this is a first easy-to-use technique to deal with missing data.
no code implementations • 3 Feb 2022 • Alexis Ayme, Claire Boyer, Aymeric Dieuleveut, Erwan Scornet
Missing values arise in most real-world data sets due to the aggregation of multiple sources and intrinsically missing information (sensor failure, unanswered questions in surveys...).