Don't Do Imputation: Dealing with Informative Missing Values in EHR Data Analysis.
Jia LiMengdie WangMichael S. SteinbachVipin KumarGyörgy J. SimonPublished in: ICBK (2018)
Keyphrases
- missing values
- data analysis
- high dimensional data
- missing data
- data imputation
- incomplete data
- electronic health records
- incomplete data sets
- data mining
- missing information
- missing data imputation
- data processing
- data matrix
- machine learning
- high dimensional
- knowledge discovery
- imputation methods
- multiple imputation
- data sets
- k nearest neighbor
- pattern discovery
- decision trees