A deep learning-based, unsupervised method to impute missing values in electronic health records for improved patient management.
Da XuPaul Jen-Hwa HuTing Shuo HuangXiao FangChih-Chin HsuPublished in: J. Biomed. Informatics (2020)
Keyphrases
- missing values
- missing data
- deep learning
- electronic health records
- unsupervised learning
- machine learning
- raw data
- high dimensional data
- pairwise
- knowledge base
- decision making
- information retrieval
- data mining
- probabilistic model
- nearest neighbor
- model selection
- association rules
- information systems
- incomplete data