Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques.
Mingxuan LiuSiqi LiHan YuanMarcus Eng Hock OngYilin NingFeng XieSeyed Ehsan SaffariVictor VoloviciBibhas ChakrabortyNan LiuPublished in: CoRR (2022)
Keyphrases
- missing values
- missing data
- data imputation
- incomplete data
- high dimensional data
- missing data imputation
- missing information
- data sets
- deep learning
- data analysis
- multiple imputation
- systematic review
- unseen data
- data mining
- original data
- training data
- image data
- reinforcement learning
- computer vision
- input data
- nearest neighbor
- knowledge discovery
- neural network