Information Sciences · 2022 · 24 citations · 36 references
Public HealthBiostatisticsComputer ScienceCategorical Data AnalysisData MiningMachine LearningData PreprocessingMissing Data ComputationMissing Data HandlingMissing Data ImputationMissing Data MethodsModel Selection For Categorical DataData ImputationImputation Of Missing ValuesK-nearest Neighbor ImputationK-nearest Neighbors ImputationMissing Value Imputation
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Missing data: Our view of the state of the art.
Joseph L. Schafer, J. A. Graham · Psychological Methods · 2002 · 10.9K citations
MissForest—non-parametric missing value imputation for mixed-type data
Daniel J. Stekhoven, Peter Bühlmann · Bioinformatics · 2011 · 6.1K citations · Full text